From 775163d9a70c63ac9bf7aec14871bf8ced327d37 Mon Sep 17 00:00:00 2001 From: "behinger (s-ccs 001)" Date: Fri, 6 Dec 2024 13:08:27 +0100 Subject: [PATCH] added iclabel guide --- exercises/solutions/ex2_filter.ipynb | 224 ++++++++-------- exercises/solutions/ex6_linearModels.ipynb | 295 ++++++++++----------- software.qmd | 10 +- 3 files changed, 248 insertions(+), 281 deletions(-) diff --git a/exercises/solutions/ex2_filter.ipynb b/exercises/solutions/ex2_filter.ipynb index e9bf48b..963f9dc 100644 --- a/exercises/solutions/ex2_filter.ipynb +++ b/exercises/solutions/ex2_filter.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -25,16 +25,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 21, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -50,7 +50,7 @@ } ], "source": [ - "plt.plot(t,x)" + "plt.plot(t,x,)" ] }, { @@ -63,22 +63,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -95,22 +95,22 @@ "#nyquist-frequency = fs/2\n", "\n", "f = np.linspace(0,fs-1/T,fs*T)\n", - "#plt.plot(f,np.log(np.abs(scp.fft.fft(x))))\n", - "plt.plot(f[0:len(f)//2+1],(np.abs(scp.fft.rfft(x))))" + "plt.plot(f,np.log(np.abs(scp.fft.fft(x))))\n", + "#plt.plot(f[0:len(f)//2+1],(np.abs(scp.fft.rfft(x))))" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -131,16 +131,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 24, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -172,18 +172,10 @@ "execution_count": 25, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_1519696/994262993.py:5: RuntimeWarning: divide by zero encountered in log10\n", - " plt.plot(np.log10(mag))\n" - ] - }, { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 25, @@ -192,7 +184,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -204,9 +196,9 @@ "source": [ "ang = np.angle(scp.fft.fft(x))\n", "mag = np.abs(scp.fft.fft(x))\n", - "plt.plot(np.log10(mag))\n", + "plt.plot((mag))\n", "mag[30:370] = 0.\n", - "plt.plot(np.log10(mag))" + "plt.plot((mag))" ] }, { @@ -227,7 +219,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 26, @@ -268,7 +260,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 27, @@ -315,22 +307,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 28, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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du3dj4cKFys8PPPAAAGDp0qX45z//iYceegjt7e2488470djYiJkzZ2Lt2rWIjo7+/kdNRIOemnvNBAJX7xL55pyDyIIFC7yOfep0OqxYsQIrVqw417sgIg1zvXpoM4nouWqGyCfca4aIVCF/jtFrM4colR7OVSXyjkGEiFThHKDLd/sb54gQeccgQkSqcC3f1WYSUSarMocQecUgQkTq0HhFRGlopupREA18DCJEpAqlIqLVIMKGZkQ+YRAhIlUoy3c1OzQj/pcxhMg7BhEiUoUgDMBd7/qRHLBYESHyjkGEiFSh9b1muHyXyDcMIkSkCiFI9pphECHyjkGEiFQh9xHRbkMzdlYl8gWDCBGpSqM5hKtmiHzEIEJEqgiaoRlVj4Jo4GMQISJVyK3PtRlD2FmVyFcMIkSkCkHjy2Zcp8UkQuQNgwgRqUL7e82I/2VFhMg7BhEiUoVrjoi6x+EvSkMzlY+DaKBjECEiVWh9joh8Yk6WRIi8YhAhIlXI7896jZZE2NCMyDcMIkSkCrm/hkZziBKwmEOIvGMQISJVaH6OCBuaEfmEQYSIVOF6e9ZmEtFqwCLqbwwiRKQKzVdEwIZmRL5gECEiVWh91YwyNMNZIkReMYgQkSq0XhGRsSJC5B2DCBGpQvudVTk0Q+QLBhEiUof0Dq3XZg7h7rtEPmIQISJVOJWhGW0mER07qxL5hEGEiFSh9UmcSrzS9mkSfW8MIkSkCq1PVnV1VmUSIfKGQYSIVKH9yarifzkyQ+QdgwgRqULrFRF5cIY5hMg7BhEiUkXQNDRjEiHyikGEiNSh8YqIa/kukwiRNwwiRKQK+e1Zr9EkwooIkW8YRIhIFU6lkYi6x+EvOs4RIfIJgwgRqSJ4Vs0wihB5wyBCRKrQ+qoZDs0Q+YZBhIhUoflVM/LQDJMIkVcMIkSkiqCpiKh7GEQDHoMIEalKu3NE5IqIygdCNMAxiBCRKuQhC81WRKT/MocQeefXINLV1YXf/va3yM3NRXh4OIYOHYrf//73cDqd/rxbIhoEXKtmtImrZoh8Y/TnH3/66afxyiuv4I033sDYsWOxe/du/PznP4fZbMZ9993nz7smogHONUdEm1FEm2dF1P/8GkS2bduGH/7wh7j00ksBADk5OXj77bexe/duf94tEQ0CTq0PzXCOCJFP/Do0M3fuXHzzzTc4fvw4AGDfvn347rvv8IMf/KDX29vtdlitVo8vItImzTc0k/7LvWaIvPNrReTXv/41LBYLRo0aBYPBAIfDgSeeeAI33HBDr7dfuXIlHn/8cX8eEhENEFpfvisnESdzCJFXfq2IvPvuu3jrrbewevVqFBQU4I033sCzzz6LN954o9fbL1++HBaLRfkqKyvz5+ERkaqCpaGZygdCNMD5tSLyq1/9Cg8//DCuv/56AMD48eNRUlKClStXYunSpT1ubzKZYDKZ/HlIRDRAaL0iolcamjGJEHnj14pIW1sb9HrPuzAYDFy+S0TaXzXDvWaIfOLXisjll1+OJ554AllZWRg7diz27NmD5557Drfccos/75aIBgGtVwq0OgmXqL/5NYj85S9/waOPPoo777wTNTU1SEtLw+23347f/e53/rxbIhoE5EqBXvMVEW0HLqLvy69BJDo6Gs8//zyef/55f94NEQ1CTo3PEeHQDJFvuNcMEalC0PiqGfnMmEOIvGMQISJ1sCJCRGAQISKVsLMqEQEMIkSkEkHze82I/2VnVSLvGESISBVaf39WKj0cmyHyikGEiFSh9YZmrs6qROQNgwgRqUJ+g9ZrM4coAYsFESLvGESISBVOQevLd0WcrErkHYMIEalD40MzXL5L5BsGESJShdLQTJs5RJmsyhxC5B2DCBGpQpmsqu5h+A0rIkS+YRAhIlUob9AaLYmwoRmRbxhEiEgVWt9rRudKIkTkBYMIEalC0PxeM+KJOTk2Q+QVgwgRqSJo9pphDiHyikGEiFQhv0FrvqGZysdBNNAxiBCRKoJl0ztWRIi8YxAhIlUEzdAMayJEXjGIEJEqBI03EmFFhMg3DCJEpApXRUSbtFrpIepvDCJEpAohaPaaYUmEyBsGESJShfYrIiLGECLvGESISBVaXzUDNjQj8gmDCBGpSq/RJMKGZkS+YRAhIlU4NV4R0bOhGZFPGESISBVarxRw+S6RbxhEiEgVml81o3zHJELkDYMIEalC7jiqzRjCigiRrxhEiEgVroqIusfhL8qmdwwiRF4xiBCRKrS+14yMe80QeccgQkTq0HxFRPwvKyJE3jGIEJEq5EqBXqtBBFy+S+QLBhEiUoVTeYfWZhKRKyLsrErkHYMIEalC6y3eldNiDiHyikGEiFSh9U3v2FmVyDcMIkSkCs03NFMmqzKKEHnDIEJEqtB6RUTGGELkHYMIEalD63NE2NCMyCcMIkSkCqUiotUgIv2XOYTIOwYRIlKFMkdEo4MznCNC5BsGESJShVPrQzPSfxlDiLzzexApLy/HT37yEyQkJCAiIgKTJk1Cfn6+v++WiAY47a+akUsi6h4H0UBn9Ocfb2xsxHnnnYeFCxfiiy++QFJSEk6dOoXY2Fh/3i0RDQJaXzXDzqpEvvFrEHn66aeRmZmJ119/XbksJyfHn3dJRIOE5jurctUMkU/8OjTzySefYNq0afjRj36EpKQkTJ48GatWrerz9na7HVar1eOLiLRNs5NVpf8KHJsh8sqvQaSwsBAvv/wy8vLy8NVXX2HZsmW499578eabb/Z6+5UrV8JsNitfmZmZ/jw8IlKRa46IusfhL65VM+oeB9FA59cg4nQ6MWXKFDz55JOYPHkybr/9dtx22214+eWXe7398uXLYbFYlK+ysjJ/Hh4RqUiuFGg0hyiVHuYQIu/8GkRSU1MxZswYj8tGjx6N0tLSXm9vMpkQExPj8UVE2iRofLYqKyJEvvFrEDnvvPNw7Ngxj8uOHz+O7Oxsf94tEQ0C8vuzXqNjM66zYhIh8savQeSXv/wltm/fjieffBInT57E6tWr8eqrr+Kuu+7y590S0SCgNDRT+Tj8hRURIt/4NYhMnz4dH374Id5++22MGzcOf/jDH/D888/jpptu8ufdEtFgoPWGZpwjQuQTv/YRAYDLLrsMl112mb/vhogGGa1vegfuNUPkE+41Q0SqELQ+NCP918kcQuQVgwgRqULrFRF5Ei5zCJF3DCJEpArXiIU2k4iOQzNEPmEQISJVKA3NtJlDNHteRP2NQYSIVCEXCrTbR4Sb3hH5gkGEiFSh7DWj7mH4jTI0w1kiRF4xiBCRKpRVM1pNIhJWRIi8YxAhIlW4tprRZhKRG7UxiBB5xyBCRKpQhma0mUOUeMWhGSLvGESISBVaf4PmXjNEvmEQISJVaL8iwqEZIl8wiBCRKrQ+R0TPVTNEPmEQISJVKH1ENPoqxKEZIt9o9CWAiAY616Z32qyIyNNVmUOIvGMQISJVaH3TO+41Q+QbBhEiUoWrIqJNruW7ROQNgwgRqUL7FRGumiHyBYMIEanC9QatzSTCigiRbxhEiEgVWt9rRjkvlkSIvGIQISJVuPqIaJMcRJzMIUReMYgQkTqUzqrajCLKHBEOzhB5xSBCRKqQ35712swh4MgMkW8YRIhIFU6NNzTjqhki3zCIEJEqtL/pnYg5hMg7BhEiUoXW506wsyqRbxhEiEgV2q+IaPTEiPoZgwgRqcLVWVWbb9jcfZfINwwiRKQOuSKi7lH4jWuOCJMIkTcMIkSkCvkNWqMFESWJsCJC5B2DCBGpQn6D1ms0ichzRJxMIkReMYgQkSpcfUS0SW7UxhhC5B2DCBGpQuOb77om4TKJEHnFIEJEqlCW72o0iTCHEPmGQYSIVKXRKSJue80wihB5wyBCRAHn/uas0RzCigiRjxhEiCjg3IsEWm1oJkcsFkSIvGMQIaKAc39v1mwMUSoiTCJE3jCIEFHAuQ/NaLePiIgVESLvGESIKOCcQVASkYecGESIvGMQIaKAcx+u0GhBhKtmiHzEIEJEAecxWVW9w/AreciJMYTIu4AFkZUrV0Kn0+H+++8P1F0S0SCg1VUzOm56R+STgASRXbt24dVXX8WECRMCcXdENMAFQ0VExlUzRN75PYi0tLTgpptuwqpVqxAXF+fvuyOiQSAo5oiwIkLkE78HkbvuuguXXnopLrroojPe1m63w2q1enwRkfZ4VkS0mUTk82IOIfLO6M8//s4776CgoAC7du3y6fYrV67E448/7s9DIqIBwGP1rjZzCCsiRD7yW0WkrKwM9913H9566y2EhYX59DvLly+HxWJRvsrKyvx1eESkIo+9ZjQeRFgTIfLObxWR/Px81NTUYOrUqcplDocDmzZtwl//+lfY7XYYDAaP3zGZTDCZTP46JCIaIJzBNDTDHELkld+CyIUXXogDBw54XPbzn/8co0aNwq9//eseIYSIgojHpnfqHYY/cfddIt/4LYhER0dj3LhxHpdFRkYiISGhx+VEFFw8Vs2oeBz+pJdOzMmSCJFX7KxKRAHnsWpGqyURDs0Q+cSvq2a627BhQyDvjogGqCDY885t1QyTCJE3rIgQUcAFxaoZ6b+MIUTeMYgQUcB59hHRZhLRcbYqkU8YRIgo4OSCiEYzCABWRIh8xSBCRAEnD81oOIdwjgiRjxhEiCjg5LdmrQ7LANxrhshXDCJEFHDK0Iy6h+FX3GuGyDcMIkQUcHJDMw0XRBRsaEbkHYMIEQWcqyKi3SSi13NohsgXDCJEFHDKm7N2cwi4+S6RbxhEiCjggmrVDJMIkVcMIkQUcPLQjF7Dk0R03GuGyCcMIkQUcEHR0IyNVYl8wiBCRAGnrJpR+Tj8SemsypIIkVcMIkQUcK6KiIajCCsiRD5hECGigFM6q6p6FP7FOSJEvmEQIaKAE4Kgtap7sYfDM0R9YxAhooALhoqI+4og5hCivjGIEFHABcMcEfczYw4h6huDCBGpQPt7zXBohsg3DCJEFHDOIGpoBrAiQuQNgwgRBVwQzFX1ODkWRIj6xiBCRAEnBNvQDGsiRH1iECGigBOCYPtdj8mqzCFEfWIQIaKAC469ZjR8ckT9iEGEiAIumPaaAVgRIfKGQYSIAi44KiKu7zlHhKhvDCJEpBqdhmsi7kuTncwhRH1iECGigBOUPiLqHkegsKEZUd8YRIgo4JyCvHxXu0nEc2iGiPrCIEJEARcMb8wenVWD4YSJzhGDCBEFnCAEV0OzoEheROeIQYSIAk5+X9Z0EHH7nqtmiPrGIEJEAefaa0a7ScR9/guHZoj6xiBCRCoIgqEZt++ZQ4j6xiBCRAEXDLvveqyaYUmEqE8MIkQUcPLbsl7DJRGPoRkVj4NooGMQIaKAczqDoCQCV1XEyYoIUZ8YRIgo4JRVM6oehf8p58ccQtQnBhEiCjjXpnfajiLy+TGHEPWNQYSIAk7uq6HtGOI6P47MEPWNQYSIAk+piKh7GP4mnx8bmhH1za9BZOXKlZg+fTqio6ORlJSEK6+8EseOHfPnXRLRIOCaI6LtJCKfHysiRH3zaxDZuHEj7rrrLmzfvh3r1q1DV1cXFi1ahNbWVn/eLRENcEKQVESgVESIqC9Gf/7xL7/80uPn119/HUlJScjPz8f555/vz7smogFMmSOi8STimiPCKELUF78Gke4sFgsAID4+vtfr7XY77Ha78rPVag3IcRFRYAVJGxHXHBHmEKI+BWyyqiAIeOCBBzB37lyMGzeu19usXLkSZrNZ+crMzAzU4RFRAMkVAo0XRDTdOZaovwQsiNx9993Yv38/3n777T5vs3z5clgsFuWrrKwsUIdHRAGkTFbV+Pu0fHrsrErUt4AMzdxzzz345JNPsGnTJmRkZPR5O5PJBJPJFIhDIiI1KUMz2k4iSkMz5hCiPvk1iAiCgHvuuQcffvghNmzYgNzcXH/eHRENEq7JqiofiJ8pk1VVPQqigc2vQeSuu+7C6tWr8fHHHyM6OhpVVVUAALPZjPDwcH/eNRENYEKQTFZVlu+yJELUJ7/OEXn55ZdhsViwYMECpKamKl/vvvuuP++WiAY4IUgmibAiQnRmfh+aISLqLmh23+UcEaIz4l4zRBRw8ocUvcaTiKvgwyRC1BcGESIKOKWhWbAMzTCHEPWJQYSIVCCtmlH5KPxNGZpR+TiIBjIGESIKuGDZ9E4eemJDM6K+MYgQUcC5JqtqPImAk1WJzoRBhIgCTgiSZTPc9I7ozBhEvKiy2GDrdKh9GESaIwTLHBHpvwJniRD1iUGkD8V1rZj3zLe48sUtaLV3qX04RJoSLHNEWBEhOrOgDiJvbS/BusPVvV63+UQtOh0CjlY149GPDgb4yIi0TX5f1ms8iWh/DgzR9xe0QeRkTTN++9FB3PbmblQ0tfe4fk9Zk/L9h3vLYe9yDdFYbZ3489cnUNbQFohDJdIcuaGZxnMIKyJEPgjaIHK8ukX5ftXmwh7X7y1tUr4XBKCyyab8fMdb+fi/r4/jt6yUEJ0T16Z32k4inCNCdGZBG0QKa11B5J2dZWjvcFU8Gls7UFjXCgBIjAoFAJRLVZPypnZsOVkPANh4vDZQh0ukKcpkVW3nEO41Q+SDoA0ip2pble/bOx04WmVVft57ugkAMDQxEuPSzQCA043iMMzqHSXK7XQ6cCIr0TkItjfmIDtdorMSxEGkxePnw5WuILJHGpaZlBWLjLhwAMDpRrEicqzK9XuCABytavbzkRJpjxAke83opVdYdlYl6ltQBhFBEFAoVUQuGp0EADjiEUQaAQCTs+KQHhsBwBVE5MqI/PrpHmCI6My+PVqNB/+zD0Aw9BHh0AzRmQRlEKlptqPF3gWDXodLxqYAAA5XiIHC6RSwV1oxMznTvSLSBkEQlJUyl4zx/D0iOrPthfW45Z+7lZ81XhBxOz8mEaK+BGUQOVUjDq9kxUdgUmYsAHGIxekUUFjXimZbF8JC9BiVEu0xNNPY1olWaVLrxWOSAbAiQtSXji4nHE7PN+B/fFfk8fOB05ZAHlLAKatmmEPoe7J3OWBp61T7MPwiKINIiFGPeXmJmJkbj9zESJiMerR1OHCqtgUFJeKwzISMWBgNemTEiUMzVVYbiurEAJMcY8LkrFgAwNFKK7ocTlXOg+j72HqyDptP+GflV2FtCyY8/hV+88EBj8tPdpubZWnX5gurTFk1o/Jx0MBwsNyC6/62DdtO1Z/1796zeg9mrfwGRXWtZ77xIBOUQWR6Tjz+detMPHXNBBgNeswcmgAA+GRfBf69sxQAMEu6LDEqFOEhBggCsFVatpsZF4HshEhEhBpg73KiuF57/zBI2yztnbjxtR346d93otgPL2zv7T4NW6cT7+4uQ12LHQDQ6XCitF4c2nz7tlmYnBWL56+f1O/3PZCwIkLuXttciB1FDbhh1XbUNNvO/AuSFnsXvjlag/ZOB9YcqPTjEaojKINIdz+elgEA+Mu3J7GvrAlhIXr8dFY2APETzbCkSADA+mM1AIDM+AgY9DqMSokGABzqNk/E1unAZ/sruGEeDVj5JQ3K9/92W5LeG6fz7N9F5eohAHy8twIAUFLfhi6ngIhQA2YNjceHd56HyyaknfXfHlSUzqpMIgTUt3Yo3//fuhMe1zW1deDlDafw+KeHlHmKsoKSRmWY89ujNWd1n/YuB3769x144L296OgamNV7BhGI8z1iI0KUn38yMxtDok3Kz3lJYuAokJb1ZkrzRsakxQDoOWH1qS+O4u7Ve/DMl8f8edhE52xnUaPyvVi96BmaHU4BV720BQv/dwMa3F5AAbGxX2cfQ5KCICC/pEn5+aM95QBcS+aHDYnS/LJdmauzKhFQ22xXvj9c4Zof5XAKuOm1HXj6y6N4fUsxrnxxC/6bf1q5fmeR64PDntJGNHZ7PnqzvbABm0/U4YOCcjzw3l4IggBLeyfWHKgcMB+WGUQAmIwGPPKD0ZiWHYf7LszDrxaP9Lh+eFKUx89ZCWKFZEyq2OzMfcKqpb0T7+0uAwD8J9+zYyvRQLGzyDVGbWnvRH5JY4/bfH2kGntKm1BS34Y/fnZYuTy/pAHnPSXuTC0Pu7g73djucfnhSis6HU63IBLZn6cyoLGzKrkrd9vXrKzR9f37+adxqMKK6DAjLhgltpT451bXxO4dbs9XpwBsOVXn8326z0f5bH8lNhyvxY2rtuPOfxfg2le24r3dZX6bK+YrBhHJj6Zl4r93zMEvLx4Bk9Hgcd2I5GiPn+cME+ePjEsXKyK7ihtQYxXH+/6zuwxtUvhotnXh0/0V/j50orNi63TgQLn4aWxChhim90ndhL88WIWLntuI1zYX4u9uK1w+2FOOY1LzvrWHxB2rD1VYccdb+T3+foHUh2dihhlhIXo4nALKG9txqkacizJsSFSP39EqvTw0w5pI0LPaOtFsc3XibmjtQLNNnKz98sZTAID7LszDM9dOgE4HHCy3oqKpHV0OJ/ZJq8tmDY0HAOW52N2Ta47g/GfWe2xhsq1QDCLhIeL72s9f36VMJzhYbsVD/93fYzVboDGI+CDPrSIyKiUaabHi0Mz4dDMmZ8XC1unEE2uOoKG1A69I/6BGSuFl3eHqwB8wkReHKqzodAhIjDLhsgmpAIB9ZU348mAllr2Vj5M1Lfjj50ews6gBRr1OqWDIAUN+YQOAXcWNKOk2WXtfmfiiOTkrDjlS9bCovtVVEUkKniDChmYkK5cqIHERIYiPFPcwK2toR0Nrh7IS5kfTMpEYZcLUrDgAYlWypKENHV1OhIcYcNFosW3EieqWHn//YLkFr24qRGlDG5Z/cACCIMBq68QB6UPG35dOU24bYtDht5eOxry8RMwZlqBMM1CLUdV7HyQy4yOU70enuh4wnU6HR34wGte+sg0f761QJuXlJETgocUjcesbu3u8SBOpTf40NTo1GhMyYgEA+09b0NStR4FOB/zu8jFiNaO2EIcqLLDaOnFQqqYMGxKJU7Wt+OJgFZbNH6b83oHyJgBiUK+y2HC0qhnFda0ec0SChU6ZrKrucZD65CCSHhcOg16PhtYOlDa0KatnhiZGwhwuzlW8eEwydpc04tujNUiS5ivmJUcp1Xl5Gby9y4Hn1h1HUnQYvjpYpdzXjqIGfHWoGqYQPZwCkJ0QgTnDE/GrS0aioKQRDy0ehZEp0fjFvKEBO39vGER8YNDrcMGoJGw5WYc7FwzzuG5aTjyevmY8/vz1CVRYxH9QDy8ZpbzYljaIHVmDZXIeDUwdXU6EGsUC6DFpg8dRKdEYl26GTgdUWmyolP79bvzVAqw7XI1RKTGYm5eIT/aJAftguRW7ixvgFMSw/fPzcvHbjw7i8/2V+J95Q6HX6+BwCkrZd0KGGcdrxNCzq7gBzbYu6HVATmJE98PTPA7NkDw/JD02HKFGA/aVNaGsoU2ZMDpeGiYFgPOGJwIA8ksaMTlTrI4MT4pS5isW17Wi0+HE018cwz+2uIZVwkL0OD9vCNYersbG4zVIiRGr91OkCstdC4f7+SzPDYOIj/5642S02LqQFBPW47rrpmfh2qmZOFxhha3Lgek58eh0OGHQ62DrdKKm2Y7kXn6PyJ+abZ04WdOCVzaewvqjtbj/4jzcMX8YjkgVkVEpMYgyGZGXFIXjUql3ek4cshMiPT4pjZXKtkerrPjuhDgsM2toAi4Zm4LHPz2EA+UW3Pbmblw6IRVj08xo63AgItSAoUOikCsNzXxzRFxymBUf0WMOlpZxsirJXEEkAuGh4oeCssY2VDSJHwDk6iQgfkgIDzGg2daFLw6KfUNGJEcj1RyGyFADWjsc+HBPuUcIMYeHYNXPpqGprQNrD1djZ1EDchPF59/4dFfIGYgYRHwUEWpERGjf/7sMep1Hog0x6JEWG4ayhnaU1LchOSYML3xzAruKG/DwklEYmzaw/2HQ4NZs68Rlf/kOJVIDMQB45stjMBkNytDMSKkPzu8uG4v7392DupYO3Dgzq8ffyk2IVF78Vu8Ue47MGpqAIdEmPHPtBDz43j58c7QG3xytQWa8+AlsbFoMDHodcqQXQrvUvyCYhmUALt8lF/ehmchQMYyX1LcpG65OdHv/MBr0mJQZi22F9coO73lJ4rL34cnR2FfWhKe/OAoAuHJSGh7/4TjodEBMWIiytPdUbSuKpef/xMyB/X7Dyap+lB0vvgiX1Leio8uJ578+js0n6nDpC9/hZE3vs56J+sMfPjushJAZOfG4eU4OAHFWvaW9Ewa9Tinzzs1LxOaHLsC6X56PqyZn9Phber1Omcxm6xQDhdx5+KrJGfjPstlYMk7cBLKsQXyxlT/dyZ/IZME0URVwnyPCKBJMbJ0OfLjntDKfCgBOuw3NyM+LXcUNqGm2I8Sg6zFhdEp2rMfP8vwQefGE3Bzt2qmZMIeHICZMnF8SFxmKEcnibRxOAQa9Tmk1MVAxiPhRVoI4Fl7a0IajVVa4N6j84kBVH79F9P3Utdjx3m6xGdJ7t8/Ge8tm4+EloxAbEaJ0Zxw2JBJhIa4hkvBQA/K6LVN3d/UUV0BJNYchxewaapyaHY+XbpqCG2ZkAgAWjhyCW+fmAgCSok1KB2L5foOJEkTUPQwKoJpmGy56biN++e4+/OwfO5VupnJFJCMuHJOyYhERalBaPUzNjutRcZ+WHa98nxAZinRptab8PJPJS3rdzch1XZaXFIXw0IE9HMog4kc5UhApqW/DHqkrq2xncUMvv0F0dk43tuG/+ac9Nl48WilW23ISIpQXpLAQA66b5noBe3CRZ9O+M7l2qiuIdO+rA4hzIZ68ajwOPn4JXv/5DGWJu06nw4orxiq3Gxp0QzNMIsHmza0lOC2FjobWDmw5WQdbp0Np8pceGw6T0aD0owKAeXlDevyd80cMwZ0LhuGuhcPw/h1zoJea0kzNjsejl40BANxzwXAYDT3fxm8/fxjOHyH+zSsmDfxtFDhHxI+ypKGZwroWGKR/RIvHpuDLQ1UoKGlEl8PZ4x/R6cY2rD1UDacgYOmcHIT08o+sLzVWG+55ew9MIQb88+bpyj9c0q4VnxzC10dqsLesEX+8cjwAcVIp4JoDIrtz4XAIAJaMS8FkaRa9r0IMevzr1hl4du1xPLxkVK+30el0iDL1fEmZNTQBDy0eiZM1LZicGXtW9zvY6djQLKg4nILSmj0xyoS6Fjs+3V+BbOlDaUSoQdlOZP7IJHwtTeI+v5cgYtDr8NDi3p9rt87NxeUTUpEYZer1+sz4CLx5ywxlaGagYxDxI7nz6tHKZtQ1i+N5183IxNZTdbDaunC40uoxUxoAbnszX5m8FBcRimum9hyz742t04Ef/22bMjmpuL416D59BiP5heyt7aW454I8JMeEuU1G9RxzNoeH4Dc/GH3O9zUvb0ivn9x8ceeCgbls0N+4aia4fHeyDlVWG2IjQvDn6yfhptd2YO2halw+UaxKpMeGK/8mLhyVhCdC9EiMMikr085Gbys4uxsMIQTg0IxfpceGIynahC6ngCqrDXodMCUzDtNzxHK53CpbVttsV0IIAOzuZf8PAPj6cDXuXl2ARz48AIvUhGr/aYsSQgAoM61Ju7pvWPXuLnGPo2PV8vLcvud8UGDIbwPnsIExDUJbT4p7wCwem4LZQxNgDg9Bi70LX0sdttOlDVMBIC02HJ/fOw//WTY76KvXDCJ+pNPpMDXbVQKfNTQB5ogQZbz9r+tP4t6392CP1Dp7V7d5I/vctoKutLRjT2kj9pY14Z639+Cz/ZX4945SvLu7FABwssaz5a97oCFtKm1o8/j5eHUzHE4Bx6s9l+eSerhqRru+PlyNrd02n5P3cJqUGQu9XofJWbEAgE+lpoDyhFPZsCFRSDV7XhaMGET8zD2IyOW5xeNSlDXjn+yrwC3/3IVqq03Z6nnRGHE/gWPVzWjvcKCkvhXz/7QBV720FVe+uAXtbp+EdxeLIUYOIkYpWR+pZEVE6wprW3v8XNrQBlunEyajXtnnhdTDPiLatL2wHr94czduXLVDWRUjCIKyXHec1EBM7mhqlTa7c6+IkAuDiJ9Ncpuct3is2GtBp9PhyavHY4Y0RNPY1omH39+P7dJmYj+clI6kaBMcTgEHKyz4oKBc+ccOACajHk9eJU5MLChthCAIyt4D8iZm8oRF0q5iaR8jOdQW1rUolbARydGDZnxYyzhHRHsEQcCzXx1Tfj7dKFYmyxraYbV1IdSgV1aWTek2Kbx7RYREnKzqZ1Oz43DvhXnIjAtHnLTjIgCMTTPjvWWzcbKmBYuf34T1x2oBiJOLZg6Nx6TMWKw9XI38kkZ8ul8s6z3344mYPSwBTkFcV77ik0OoaxE3TjpVIweRNHy0twKnG9thtXUqTW5Ie4qkisi8vCE4XGmFrdOJDcfEyasclhkYXFGQSUQrDldaPebvFdWJCwPkYZmRKdHKvk7uHU0jQg3nPNlb61gR8TOdTocHLh6BH03L7PX64UlRuHpKuvLzT2ZmITHKpKwx//PXJ1BY2wqTUY+LxyQj1RyO9NhwhIUYlFU5m0/UKfsYTM2OQ6rUbOoYJ6xqmrx1eF5yFLKlYZg1UqM8TlQdGOQ5In/66pjHnC8avOTuwTL5eXiwwnNYBgCiw0Jw08wsjE834/N75yHe7cMouTCIDAB3LRwOk1GPhMhQ3H/RCADAImkYR54PsmhsCqK7VTfk+Sfv7BInrCZEhiIuMhSjU+Vlwz2HZ7aequNEVo0oaRBfALMTIpWOpS12cSyaFZGBQX7+nqptxQ9f3II3txWre0D0vdU22zx+loOIXJUemezZNuGJq8bj03vm9tjugFwYRAaA7IRIfHX/+fj83nnK8E1abDgS3NLzXQuH9fi9OdJW0QfLxWAhBxD50/BhtwmrDqeA3318EDeu2oEbV2336MRJg4+9y4Fqq9ipMSMuvMdmcgwiA8NoqZeLPDeAWzsMfvLzLkJqmy7P1SqUAgn7N529gASRl156Cbm5uQgLC8PUqVOxefPmQNztoJKTGOmxfwcgdsIEgEvHp2JUSs+GNzNz4xFicI1CXzJWXG0zKtW1bbvsz9+cwJvbxJ1TG9s6caiCVZHBrFLaOjwsRKykLZY2nZMN6aPjIgXWk1ePx+aHFuIfN08HAOw73cQPAYNcjVQRmSltn1BU2wqHU0CJFEhY+Th7fg8i7777Lu6//3488sgj2LNnD+bNm4clS5agtLTU33c96N08Jwev/Wwanv3RxF6vjwg1Itmtu94l0pvRmFTx0/CxqmZ0OZx4acNJvPDNCY/flZcK0+BU7raTp06nw4SMWNwtBdeLRicpqzVIXSEGPTLjI5CXFIVokxFtHQ6l4dzWU3V4Y2sxKi3tZ/grNJDUNIsVkZnSDtQVFhtO1bag0yEg1KhX9lki3/k9iDz33HO49dZb8Ytf/AKjR4/G888/j8zMTLz88sv+vutBz6DX4aIxyV53TrxEmksSHxmKpGgxlOQkRCLUqEdbhwO3/ysfz3wpLjW75bxcPCK1+N5RVO/noydflTe146d/34F3d/UM5yX1rfjdxwfx//6zDwdOu20pLi0ZzIiLUC57cNEIvHXrTKy8eoL/D5rOil6vwySpuVVBaRNsnQ784o3deOyTQzj/mfUo69acjgYueWhmZEo04qR9Y9ZJnVNzEyK5bP4c+DWIdHR0ID8/H4sWLfK4fNGiRdi6dWuP29vtdlitVo8v8u7BRSNw74V5+O+y2cplRoNemS/yzVFxOecfrxyHRy8brezGurOoAU72ne5XgiDgzn/n4/pXt6HzLMrvn+2rwOYTdfj1+wfw2uZCj+ue+uIo3txWgv/mn8b1r25DvrRsUN5S3L1Bkk6nw9y8RAyJ5rDMQCRvNLinpBEHyy3KFvCdDoEVSpX847siXPXSFjS0dvj8O/Jk1eToMGXI/PP9lQA4LHOu/BpE6urq4HA4kJyc7HF5cnIyqqp6TtpauXIlzGaz8pWZ2fuSV3KJCDXigYtH9JggteLyMUiT5pwsmz8MP5mVDZ1Oh7FpMQg16mG1dSnl/RPVzfjxK9uw5kBlwI9fS749WoM1B6qwvbChR8t9b8oaXZ+GV+9wVUW6HE58d9LVQrq1w4HlH+yHIAjKNuMZ7NQ4aExRKiKNPfaRYgPCwLN3OfD7zw5jT2kT3t7Z+1SBf20rxvIPDsDeJYdGJ+paxNCSFGPCGGmzusPSSsTcIQwi5yIgk1W7j1cLgtDrGPby5cthsViUr7KyskAcniZNzorD1w/Oxyd3n4dfLx6pXG406JUZ/HIQeXdXGXYWN+DOfxdg84laVY53sBMEAX9df1L5uaTe91K7XN0AgApLu7Ivyf5yC5ptXTCHh2Dv7y5GlMmI49Ut2Hi8Fqfd5ojQ4DA5U6yIFNe3Ye0h8YPY8CTxAwQ3qQy87064Qn6tNO/D3VvbS/Dox4fw9s5SfLJXbCpZ1yLezqjXIT7C1SpBlpfEFTPnwq9BJDExEQaDoUf1o6ampkeVBABMJhNiYmI8vujcRYQaMSEjtkfoU4KI9AZ42u2N8EW3N1PyXaXFhj2lTcrPpQ2e+8AIgoC9ZU2ottrQnfv/f1unE43SjsryC+WcYQmIjQjFddPFCuFrm4uUx859jggNbOaIECV4FEj/Vn4yMwsAg4gaPnerAHevYNa32PH7Tw8rP8sVE3l+yJBoE/R6Hca4BZFQox4Xjur5vkZn5tcgEhoaiqlTp2LdunUel69btw5z5szx512TF2mx4pBNhfSpWl4HD/TsGki+katLMvedcVvsXbj2lW248sUtuPLFLWi2dSrXuQ+zyOTHRd576DypX8zNc3Kg0wHfnaxDhbTSIjuBQWQwkYdnALEPxVWTM6DTiZ/I5U/bdHYEQcDJmhY4znLO26bjroqIvJJJ9n7BaXQ4nEg1h8Go16GgtAnHqppRI32QSJLmYQ13q4BMzDDDHMEtNc6F34dmHnjgAbz22mv4xz/+gSNHjuCXv/wlSktLsWzZMn/fNfUhPVZ88ypvaofTKXgEkSqrjX0OzkFFtyDiPjTz0Z5yZZJppcWG/117XLmuobVD6b4pN6KT/5a8u+5YaRw6Mz4CC0aIe1UIgrhMN5H9QgaVyW6boN13YR7MESHIjhefj9yS4dx8tLccFz23EX/u1qJAdrKmBY99fNCjxX5bR5dH8KtttisTVgVBwDs7xWkB912Yh7l54geBbadcW2mkmsWqcqhRj9nSMt4HF7mGwOns+D2IXHfddXj++efx+9//HpMmTcKmTZuwZs0aZGdn+/uuqQ9yRaS8qR3VzTbYOp3KnhgOp4DqXsZLybtKi/hJSZ4g7F4R2V0sroiQW/K/tb0ElnaxKiJXQ5JjTMqM+4qmdtg6HaiSPn3J+8gAwA0zspTv71gw3C/nQv6zYOQQRJmMmDMsAb+YNxSAqyOyvGkanR15/sYHBaeV+VWyaqsNP3ltB97YVoKrXtqCz6QNROWwH20yIjNeDBXHparI0apmFNa1IjzEgMsnpmG8tHfM0apm5QOGeyXyxZum4Iv75mGWFEjo7AVksuqdd96J4uJi2O125Ofn4/zzzw/E3VIf5CWf5U3tyj4J2fERyhOy+6d7OrNK6f/ZLGmzwvLGdqWytKtYrIY8cPEIDE2MRJdTwA5p2OW021wPuRFShcWm9JWINhmVXgUAcMGoJFw3LRPL5g9Tgg0NHqnmcOz+7UV485YZSr+JSZmxAIC9bnOMyDf2Lge2F4pB/3Rju8cQy9EqK655easS6J0C8C+pu/Rpt+XvI5PFSqQcRHZJHxym5cQh0mRUtks4WtWsPC8z411BJD6y56RVOjvcayYIyZNVK9yCSG5iZI9JrOS7CqkiMjkzFqFGPbqcAiqabKhoakd5UzsMeh0mZcYq8z22SMtyXY3JwpVdkyua2lEsf/JKjPCYbGw06PH0tRPw8JJRATs36l9hIQYYDa6XXiWIcHfes5Zf0qgMbQLAN0fEvkkOp4A73irA6cZ2ZMVHYNXPpgEADpZb4HB6Ln+XWx/IQ6FyT5cZOWLPJXnI9Hh1M4rq5Y0mOTerPzGIBCF5TxtbpxMFJU0AxL1u0rot66WeOh1O/Gd3GVauOQKr26RTuYqUFhuOTKniVNrQpvSLGJMag0iTEecNFysmW07VK7cBxBdE94Ao71uRHc++BFo3PsMMg16HKqsNVRbPVVU7Cuvx8d5ylY5s4JNXlkVK3ac3HhPbD3x7tAZFda0wh4fg47vOw8KRQxAeYkBrhwNFdS0eWyTkSEOfxfWtEATBrSIiBhH3TtVyWOHzsn8xiAQhk9GgzPpef0z8BJGXFI2M2MAOzVRbbYNqpYDDKeBnf9+JX/13P/62qRC/fGev0p1WmSMSG67M6ShpaMWhCnHcX/7UO3toInQ6cQJdjdWmjDnnJHgGQfnyLH7y0ryIUCNGSMMDe0pdjc5qm+247tXtuO+dvcgvYefV3siNxK6dmgEAOFghVjxe31IEALh+RibiIkNhNOiVSd/7yiwenYlzEsXnWHFdK043tqPaakeIQac8Z40GvUd/EINeh9RYzw1K6fthEAlS8pimPFN8QoY5oBURq60Ti5/fhCtf3DJoVums3lGCbYWuPXq+OVqDD/aUw9bpUP4/ppnDkSWNH5fWt+FktdifYIRU3jVHhChj0vtOW5QVSzmJkcons2qrHQelAJPDIBIUpueI833++PkRbD1VB6dT8Gj3/5/dp/vlfgRBQENrR49JnYOV3P/jkrEpCA8xoK3DgV3FDdgqVRx/Osu1KGJCRiwAcVKwqyISoUwSL2tsxzbp98almz32+HLvF5IeG44QA986+xP/bwYpec8ZQFyCNiI52jWJ9SzmiGw8XotHPzqIto6us7r/PaVNaGzr7DHBbKDq6HLiT1+Jmwc+fsVYZafbDcdqlGpIRKgBMeFGJYiU1LfhhPRC6f6Japw0C7+gtFGpPmUnRMAcEaIMz8jN0bJYAg4Kdy0cjqGJkShvaseNq3bg+le3441txcr1n++vRHuHo+8/4KO3dpRiyh/WYeGzG5QhiMGqvcOhBIoRKdFKxUNuyjg2Lcaj4d/ETPF5t6esSZmblR4XjuToMISF6OFwCvhwjzgMNj3H9foIAEvn5Cjfu/cBov7BIBKk3J9oo1PF/WcypSdtaUObx4Z4HxScxrDfrMH1r27DkUrPPTGW/mMn/rW9BE98fuSs7t+9BF3Qbd8NtZ2qbcFza495hKsjlVZYpXbrP5mVrfQW2FHUgGJpwm9GXDh0Op0yke14dbOyj4x7EJGXA35xoBJOQRzfHiL1AxmdGq3cTq/z/CRG2pUcE4b3ls3G9dMzERaix87iBtg6nZiXl4j02HA027uw3W3H7E6HE//aXnLWWzJskeZUFNe34R/fFfW4vtLSjufWHsPyD/b32BG40+E86w8c/nSqtgWCAMRGhCAhMlQJ+Julc5wv9dyRTZF6uOwra1I6pKbHhkOv1ynVSLni2T2IjEs34/KJaQCAH0/jHmj9jUEkSE3IMCNUKi9OzBCfwBlx4TDqdbB3OZUlb50OJ5796hgcTgHbCxvwglvTIPfy7uqdpWdV7i1wW6qYP8CCyE9e24EXvj2JP3zmCldycJqcFausgAk16FHbbMenUm8COTTIQaSwrhWCIC7vS3BrPCa/YCorYxIilZUx7sFjQkYsOzUGkcQoE566ZgLevm0WUs1hmJeXiFd+MlX5pC8Hg44uJ659eSse/egg7vp3Qa+7aHc5nHhu3XFskOaAydyHXeUVc+5WfHIIL3x7Em/vLMM/tngGlV+8sRvnPfUtapp7blMQKEV1rcpxn6oVq43Dh0RBp9NhgvQ6JlswMsnj54y4cCTHuJ6H6bHhSIwKBdBz19xpvSyN/78fT8RrP5uGuy9g/57+xiASpMJCDEofCvmTgtGgV4YV5Cf7mgOVytJUwLP7Y63bRFNB6D1QnKxpwZoDlejocs0DcToF7HWviAyg/glOp6AMtbivVpCPUf5/FRZiUCazfVAg3k4OGN33fxnebSOsMakx0Ltt/yNPlgPg0Y9gnlR1oeAyOSsOW359Af5160xEmoxKzwo5iGw4VoN9p8U5RFZbV48tAgDgzW0leOGbE7j59V0eHxC6BxH3ENPlcGLrSVfVxX3/lVZ7FzYer0VjWyc+2qPOKp7iulYsfn4TFj67Abf/a7fyWiQ/v2YPS4DJKL6lpZrDMNmtnT4gbr46za3ScfGYZOUDgHvFcnhSFOIiQ3vcv9Ggx0VjkhEdxg8H/Y1BJIitvHo8/vDDsUrJEXB9MhA/zQtYJU2Ykyd9Fde3Kltid99hdrvbRE5AbDZ046rtuPPfBbj0hc2wSJu5FdW3wmrrQqhRD51OHAoaKKtnjte4glZbh0MZD95TJganKW4tumcN7Vm+BcSQEutWyei+I2d4qMEjcOS4dU51v1zuOULBR++WVDOkuVty4OheyTha5TlcCgAf76tQvpd/r62jS5lUDQD2LqeyZxEAHKqwotnuGnpxvx/3TfmOVgZuTpfV1onXtxShptmGv20qhF36QPPVoWq8tOEUAFcQSTWHY+vDF+DDO+dgzb3zep1Q6v78XTTGtUHdLXNzccOMTCRGhXpMcKXAYBAJYjmJkfjp7BylwyPgCiLFda3YVliPg+VWhIXo8cDFIxATZoRTcDX+Ke72gth9tc2n+ypRI7WLP1HTgo/3lXv8Xl5SlFKBOdVt90sAqszs717V2XaqHnUtdpQ1tEOnc014A4Crp2R43HZMmitEyCtjAOCyCWno7omrxisTUydKlRUAyIqPwIyceIxPN3u8aFLwkits8nyj4m4fAI53m+xdVNfqsa+K/G9anoQeHWbEsCGRym1l8vwIudJXLm01AACHK1zt57eeqg/Yc/PpL47i8U8PY8YT3yg74LpPtAfESogsIcqEyVlxvVY0AM8PD9Pd/k5sRChWXj0Bu397scfEVAoMBhHykJPoeoF6bbM4RvyjqeJafLnXgbwSRK6IyOVQ9xKxIAjKZDijFHQOV4if3Cp6aSbU/VPe4Qor5j69Hle9tAUnAriqJr+4WxAprFeOOzcx0qMsm5MY6dF+PcbtursvGI5Lx6fik7vP83ihlE3KjMU3D87Hl/fP8/hkptfr8N6y2fj0nrkINfLpSVC2XpCfX3KQl8Pu0W6b5X1zpNrjZzmInHZ73uUmilUE9+edvOT18olpiA4zQhBcz/FDFa6qS5XV1iMM+YPV1on3dpd5XHb+iCF44frJys8/npaBsWnm7r/ap7FpZvx96TR8ds9cLsEdQPhIkIehUhD59mgNvj1aA50OuHVuLgAgL1l88ZKDgdwDQx5CcK+InKxpweFKK0INevz+h+MAuF7Myptczb9yEz2DiFNqRnTDqu0ob2rHntIm3PjaDmU4yN/k/h2XTkgFIK6WkUvfo1N6rmB5bel0mIx63LVwmMfl8/KG4MWbpii9C3oTFmLAqJQYjxbuRN3JFZGmtk402zqVrruXjEsB0HPX3gJp/pU8ybV7RSQjLlypiMjVTVunQ9n/6LzhCW5tz8UPHYe7rZbbf7qpn86ubx/kn0anQ0B0mBE3zszCE1eNw6s/nYoUcxge+cFoLBqTjEcuHXPWf/fC0cnKMCoNDAwi5GFYt/kMi8YkK1WSvCTPzaHkT0tz3DZ6k0u2Xx6sAgDMzUtU2pofq2pGp8PpUREZOsQ1JwUAXt54Co9/ehiW9k5MyoyFOTwEtc12j3Fpe5cD7+0u6/cOsIIgKC3XfzBODCJHq5qV+5b3nHA3NTsOBx+/BL+6hHu/kH9EuW18eLKmRZk8fslYsZJWWNfqEdTlbRvkDxBHq6zodDg92prLHwDklSfbCuth73Ii1RyGkcnRGOY2V8zhFJSqi7z/SmkAKiIbj4tLk++7MA9PXjUeN83MRliI2GTstvOH4tWfTYM5nBNHtYBBhDwkx4Th9vlDlZ//53zX9/KkMLl6IX8ymzU0ATqdOPmtrkWcDPflITGILB6bgsy4CESbjOhwOHGqtsVjXxb3ikhDawdeliagPXDxCLx7+yxl5vs+6ROYIAi469978NB/9+PxTw/167nXtthh63RCrwPmjxwCg16HprZObJBeEEf2EkQAsMRLfidXReThk+gwI8akxiAuIgQOp6BURSqa2lFltUGvAxaNTUGoQQ+nAFRZbB47zo6SJkUfLLdAEARlj5YFI5Og0+lck9ZrW1FltaGjy4kQg06pfpY29G8QEQQBH+8t92iyJocf9zlUpE18BaUeli8ZjX//YiZW/Wwapma7JnS5lhG2o9nWCatNnGGfmxiJ5Ghx74XypnZUNLXjUIUVeh1w0Zhk6PU6ZTXIoXKrWxAJU+aIlNa3YdXmQrTYuzA2LQZ3LxwOk9GgDG3sKxOHTL48WIWvpTHwrw5V9+ukOXl5ZFpsOKJMRmWYSl5pwK2+SS3ypO5vj4p9QXKk3jPyEMOBcvH5IXfkHZUSgyiTUemWfLqxHeXKTs8RGCM1MWxs60RxfZvydxeOFJuAZcttzxvacNrteSEvNe/vILL+WA3ue2cvfvy3bbB3OWBp61SW0ff1AYC0g0GEenXe8ERc7DaJEhCDg04HtHc6cEDqYxAbEYJIk9FtiWEbdkgdIMdnxCJemr0uryjZf7pJaZaWHheOtNhwhBr16HA4lWrIHQuGKcsXJ0mrVOSKyLrDnhPx+vMFUdloTnrRdw8eUSajssqFKNDGpnvO95DneMhB5GC5OIdDDhTy3jXpbvtHuQ/NhBr1GCc9J/+28RRKG9oQGWpQKh7uO0i7/173nibutpyswyf7Ks76w4EgCHhx/Snpe3FHXXleVnpsuMckcNImBhHymcloUCof24vEEqr8Que+T81O6bqZbsvj5Ilz3x6rgVMAQg16JEaaYNDrMHyIa15KlMmIi0a7ApBcETlV24JmW2ePSXN7+rEZmhxq5CAyyq3d+vyRQzx6OxAF0sRuk57lxlzj0uQgYkGzrRNrDlQCAK6YlA7A1YOkqK5FWUovP1cnZYph5Z1dZcrvRJqMAFzVz+pmmzIUmx7r2tCx0mrzmJdS0dSOpf/YiXvf3oNfvrvXI4y02rvwizd2KXvAdLe3rMlj2fyaA1XK/lO9zcsi7WEQobMiLyWUm5fJO/bK+9Scqm3BDimIzHDrYjhGaVMtfrpKjQ1T3th/efEI5XYXjEpSJqQBYtvr9NhwpXOr3O1xibRiwH3PmnNRWNuivKDKQUR+Eb5uWiaWjEvBLy8agaevmfC97ofo++i+ykPuhyHvW3SsqhkfFJSjvdOBYUMiMUWaWyV/UNhV3AhBAMJC9EiQqpTdO4/eNDNL+T4hMhQRoQYIApTnc0ZchMfl7ptj/nNrMbqkLq0f7a1QPowAwL93lODrIzX401fHlL4k7jZI81OSosX26+sOVykVVw7LBAcGETor8qS5nd0qIvKL2hcHqlBY2wqdznPjqLykaIQYenaLBMRWy/deMBzm8BCPybEyuYnY+wXl6HIKMIeHYMl4cVVLfh9B5GC5BdOf+LrHp7D8kkYs/+AATlQ3481txbjgfzfiir9sgaW9Uyk3y5/6EqJMePknU3HfRXmIkj4pEqnBHB6irDBLjArFMKmKmBkfjriIEHQ4nPjDZ4cBANdNz1SWhGdIHxzk52tabLhy3dzhiUiKNiEmzIj7LszzCDs6nU75cKE816VNHZXdpaXnS2NrB97eITYbk5/j7ptjrj3kGk7tbYNL+UPNPRfmYUi0CVZbF/6TfxoAlEm1pG0MInRWMuM850nIgWJaTjz0OigtokelxHhs2BZq1CsvnkDPbqMPLBqJfY8t6nV9v1yW/nSfa3M5eQz8cIW1x7bcgiDg1jd2obbZjj99dUzZT8PpFPDge3vx9s5SXPx/m/C7j8VVN8eqm3HP23twSuqpIL/QEg0k8vNgZm6CEiZ0Oh0eWiwuHe9yCpieE+fRGTQ91vPfsvs+SHGRodjxmwux53eLPKqSMrn66fpb4s/KflTS8+WZr46h2d6F0akxuG2e+EFCHloprW/Dbrfwsa3bNhC2TocyvHresAQsHpuiXGcy6nE+91sKCgwidFYyur1Jyy9O5vAQjxbnP5rq2f4c8FzmeqU0hu2L7k3BxqTFINUsjlc7e9lsb9OJOmWbbwDYL60o2FZY36Mj5KUTUhFi0GHT8Vo0tHYgLiLEY24I0UBx85wcTMww4xfzcj0uv2FGFl66aQpunJmFV34yFSaja2gzI673MCHT6XQeWzy46755o/y35OW0m0/UIr+kAe/sEqshj18xVqlgyMuJu+8/JS8/luWXNKLD4URyjAm5iZFYMt4VRBaPS0FsRO+t2klbGETorPR4YXP72b2ScE0vQeTeC/MAAA8tHonwUEOP6/syvtv23nOlmf3ynhPfnajDE58fxu3/2g1LWyfekfakkMkrCVZLl/90VjY2P7QQ25ZfgBdvnOJRnbl2aobHCznRQDExMxYf3z0Xk3vZg+gH41Px5FXjkRBl8rg8OSbMY6uA7s9fbzLdns96HZBiFieqy5PJ1x+rxbK3CiAI4vNmRm68Mrn0eHULBEFAkdRrSF4WvK+sCa1S1bSjy4mnvzwKQOxErNPpMCMnXpnD8rPZ3HwuWDCI0FkZl27GkGjXi537J6w75g9HqFGP+y/K67Xj4cVjkrHvd4twx/xhPa7zJspkVBoszR8xBAtHJQFwrcp57bsirNpchK8OVWP5h/uV4HGzVKLecKwGTqeATVJjsmumZiAzPgKpZvHY5Q6UAHD9DNeEPaLBzqDX4Ua3f9OpUpjwRW6iK4jMyI1XKpojkqOUv1PbbEeaOQy/u3yM9DuRCDHo0GLvQnlTu9L0cG7eEGTGh6PLKWBXcQO+PlyNOU99i/2nLYiNCMGDi8ShIaNBj3dvn4XVv5jp0cOItI0z8OisxISF4JO7z8Nfvj2JmLAQj09g4zPMOPaHxV5/333eyNl46urx2HyiDncscIWYOcMTEWLQodPhWiq45oDY0TU3MRL/c/5Q/HNrMQ5VWHG40opmWxfCQlz9E2Tj0s145poJMOh1HvNYiLTggUUj8M+txQDEuVu+mjt8CO6/KA8ZcRG4YqKraqjT6XDJ2BTlb/7tp9OUXh8hBnEu2NGqZhyvbkZRnTgUmpsYgdlDE1DWcBpfHarGlwcr0djWCXN4CJ6/bpLyoQAAhidFY3gSh0eDCYMInbVUczievGp8r9f5awO3mUMTMHOo5y626bHh+O+yOWho68C07Di8vqUYz607DgC4YmIaUs1hSI4xodpqx1vbSwCIyx2NvbRk//H0TL8cN5HaYsJCsOlXC3GqrsVjHteZiNXNnpNYAXF36ZgwI66akqFUK2UjkqPFPZqqmpWKSHZCJOYMS8R7u0/jbWmIdOiQSHxx3zwOhRKDCA1u7vtQ3HthHi4Zm4KC0kZcPSUdOp0OkzJj8dWhaqVp0yTuW0FBKCshAlkJ/bcaLDHKhAcWjez1upEp0cA+ce5WW4cDep3YZ6j7EvhfLx7FEEIAOEeENGZkSjRumJGlvMDJ3SNl3X8mov41MlkcVpFXyGTERSDUqEdyTBiunpyO4UlR+L/rJuISt6W6FNxYESFNc+8eGWLQYVoOgwiRP3XvhprtVol57rpJAT4aGgwYREjTJmbEItUcBodTwB+vHIfkGN9XDRDR2UuPDUdkqAGtHWI79/G9NCkkcscgQpoWHmrA+v+3AEa9rtdJqkTUv/R6nRJCAOBns3PUOxgaFPjKTJoXFmJgCCEKoOulVWgLRg5RGqER9YUVESIi6lf/75KRGJsWg2unclk8nRmDCBER9avEKBN+yiEZ8hHr1URERKQaBhEiIiJSDYMIERERqYZBhIiIiFTDIEJERESqYRAhIiIi1TCIEBERkWoYRIiIiEg1fgsixcXFuPXWW5Gbm4vw8HAMGzYMjz32GDo6Ovx1l0RERDTI+K2z6tGjR+F0OvG3v/0Nw4cPx8GDB3HbbbehtbUVzz77rL/uloiIiAYRnSAIQqDu7E9/+hNefvllFBYW+nR7q9UKs9kMi8WCmJgYPx8dERER9Yezef8O6F4zFosF8fHxfV5vt9tht9uVn61WayAOi4iIiFQSsMmqp06dwl/+8hcsW7asz9usXLkSZrNZ+crM5M6NREREWnbWQzMrVqzA448/7vU2u3btwrRp05SfKyoqMH/+fMyfPx+vvfZan7/XvSJisViQlZWFsrIyDs0QERENElarFZmZmWhqaoLZbPZ627MOInV1dairq/N6m5ycHISFhQEQQ8jChQsxc+ZM/POf/4Re73sR5vTp06yKEBERDVJlZWXIyMjwehu/TlYtLy/HwoULMXXqVLz11lswGAxn9ftOpxMVFRWIjo6GTqfr12OT05pWqy1aPz9A++eo9fMDtH+OWj8/QPvnqPXzA/xzjoIgoLm5GWlpaWcsQPhtsmpFRQUWLFiArKwsPPvss6itrVWuS0lJ8elv6PX6Myap7ysmJkaz/7gA7Z8foP1z1Pr5Ado/R62fH6D9c9T6+QH9f45nGpKR+S2IrF27FidPnsTJkyd7hIkArhgmIiKiAcxvq2ZuvvlmCILQ6xcREREREMR7zZhMJjz22GMwmUxqH4pfaP38AO2fo9bPD9D+OWr9/ADtn6PWzw9Q/xwD2lmViIiIyF3QVkSIiIhIfQwiREREpBoGESIiIlINgwgRERGpJiiDyEsvvYTc3FyEhYVh6tSp2Lx5s9qHdE5WrFgBnU7n8eXeLE4QBKxYsQJpaWkIDw/HggULcOjQIRWP+Mw2bdqEyy+/HGlpadDpdPjoo488rvflnOx2O+655x4kJiYiMjISV1xxBU6fPh3As/DuTOd4880393hcZ82a5XGbgXqOK1euxPTp0xEdHY2kpCRceeWVOHbsmMdtBvtj6Ms5DubHEABefvllTJgwQWlwNXv2bHzxxRfK9YP9MTzT+Q32x6+7lStXQqfT4f7771cuG1CPoRBk3nnnHSEkJERYtWqVcPjwYeG+++4TIiMjhZKSErUP7aw99thjwtixY4XKykrlq6amRrn+qaeeEqKjo4X3339fOHDggHDdddcJqampgtVqVfGovVuzZo3wyCOPCO+//74AQPjwww89rvflnJYtWyakp6cL69atEwoKCoSFCxcKEydOFLq6ugJ8Nr070zkuXbpUWLx4scfjWl9f73GbgXqOl1xyifD6668LBw8eFPbu3StceumlQlZWltDS0qLcZrA/hr6c42B+DAVBED755BPh888/F44dOyYcO3ZM+M1vfiOEhIQIBw8eFARh8D+GZzq/wf74udu5c6eQk5MjTJgwQbjvvvuUywfSYxh0QWTGjBnCsmXLPC4bNWqU8PDDD6t0ROfuscceEyZOnNjrdU6nU0hJSRGeeuop5TKbzSaYzWbhlVdeCdARfj/d36R9OaempiYhJCREeOedd5TblJeXC3q9Xvjyyy8Dduy+6iuI/PCHP+zzdwbTOdbU1AgAhI0bNwqCoM3HsPs5CoK2HkNZXFyc8Nprr2nyMRQE1/kJgnYev+bmZiEvL09Yt26dMH/+fCWIDLTHMKiGZjo6OpCfn49FixZ5XL5o0SJs3bpVpaP6fk6cOIG0tDTk5ubi+uuvR2FhIQCgqKgIVVVVHudqMpkwf/78QXuuvpxTfn4+Ojs7PW6TlpaGcePGDarz3rBhA5KSkjBixAjcdtttqKmpUa4bTOdosVgAAPHx8QC0+Rh2P0eZVh5Dh8OBd955B62trZg9e7bmHsPu5yfTwuN311134dJLL8VFF13kcflAewz9ttfMQFRXVweHw4Hk5GSPy5OTk1FVVaXSUZ27mTNn4s0338SIESNQXV2NP/7xj5gzZw4OHTqknE9v51pSUqLG4X5vvpxTVVUVQkNDERcX1+M2g+UxXrJkCX70ox8hOzsbRUVFePTRR3HBBRcgPz8fJpNp0JyjIAh44IEHMHfuXIwbNw6A9h7D3s4R0MZjeODAAcyePRs2mw1RUVH48MMPMWbMGOVNaLA/hn2dH6CNx++dd95BQUEBdu3a1eO6gfY8DKogItPpdB4/C4LQ47LBYMmSJcr348ePx+zZszFs2DC88cYbysQqrZyru3M5p8F03tddd53y/bhx4zBt2jRkZ2fj888/x9VXX93n7w20c7z77ruxf/9+fPfddz2u08pj2Nc5auExHDlyJPbu3Yumpia8//77WLp0KTZu3KhcP9gfw77Ob8yYMYP+8SsrK8N9992HtWvXIiwsrM/bDZTHMKiGZhITE2EwGHqkuZqamh7JcDCKjIzE+PHjceLECWX1jJbO1ZdzSklJQUdHBxobG/u8zWCTmpqK7OxsnDhxAsDgOMd77rkHn3zyCdavX++x+7aWHsO+zrE3g/ExDA0NxfDhwzFt2jSsXLkSEydOxJ///GfNPIZ9nV9vBtvjl5+fj5qaGkydOhVGoxFGoxEbN27ECy+8AKPRqBzjQHkMgyqIhIaGYurUqVi3bp3H5evWrcOcOXNUOqr+Y7fbceTIEaSmpiI3NxcpKSke59rR0YGNGzcO2nP15ZymTp2KkJAQj9tUVlbi4MGDg/a86+vrUVZWhtTUVAAD+xwFQcDdd9+NDz74AN9++y1yc3M9rtfCY3imc+zNYHoM+yIIAux2uyYew97I59ebwfb4XXjhhThw4AD27t2rfE2bNg033XQT9u7di6FDhw6sx7Bfp74OAvLy3b///e/C4cOHhfvvv1+IjIwUiouL1T60s/bggw8KGzZsEAoLC4Xt27cLl112mRAdHa2cy1NPPSWYzWbhgw8+EA4cOCDccMMNA375bnNzs7Bnzx5hz549AgDhueeeE/bs2aMsr/blnJYtWyZkZGQIX3/9tVBQUCBccMEFA2pZnbdzbG5uFh588EFh69atQlFRkbB+/Xph9uzZQnp6+qA4xzvuuEMwm83Chg0bPJY+trW1KbcZ7I/hmc5xsD+GgiAIy5cvFzZt2iQUFRUJ+/fvF37zm98Ier1eWLt2rSAIg/8x9HZ+Wnj8euO+akYQBtZjGHRBRBAE4cUXXxSys7OF0NBQYcqUKR7L7gYTed13SEiIkJaWJlx99dXCoUOHlOudTqfw2GOPCSkpKYLJZBLOP/984cCBAyoe8ZmtX79eANDja+nSpYIg+HZO7e3twt133y3Ex8cL4eHhwmWXXSaUlpaqcDa983aObW1twqJFi4QhQ4YIISEhQlZWlrB06dIexz9Qz7G38wIgvP7668ptBvtjeKZzHOyPoSAIwi233KK8Rg4ZMkS48MILlRAiCIP/MfR2flp4/HrTPYgMpMdQJwiC0L81FiIiIiLfBNUcESIiIhpYGESIiIhINQwiREREpBoGESIiIlINgwgRERGphkGEiIiIVMMgQkRERKphECEiIiLVMIgQERGRahhEiIiISDUMIkRERKQaBhEiIiJSzf8HeRcwmrx+l24AAAAASUVORK5CYII=", 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" ] @@ -341,19 +333,19 @@ ], "source": [ "xtmp = x.copy()\n", - "xtmp[200:250] = xtmp[200:250]+2\n", + "xtmp[200:250] = xtmp[200:250]+10\n", "\n", "plt.plot(xtmp)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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vBAKBQGhx8P7MYtEtWDc5cRy25QAAehcQeek4TFq9AICZiTB5IeWFQCAQCK0OPmxUyOcAANPeA/msk0S6q6cp/dKByEsdMG27i1VllOSFlBcCgUAgtDZ45aVQyAMApscPAwge0FsJRF7qgNmYS15yU67nhcULASBGyguBQCAQWhxC2MhTXjIT7pw2YxN56UhkE/0AgML0cfd/j7UCQIyUFwKBQCC0OGJOsDBj3iMv7IGcPaC3EhpKXu69915cccUVWLZsGSzLwk9/+tPI9lu2bIFlWaF/Tz/9dCO7WTMKHnkpzXjkxTvxQOenSv/q2SPYtvt4s7tBIBAIDcPj+8bxP0+p16/rFMSdYN4qFty/C9MueWEP6K2EeCM3Pj09jXPPPRd/8Ad/gHe+853G39u5cyf6+4Mfa/HixY3oXt1QTA8C4wAyYwBc1trlfdbJYaMjU1n872//BgCwa8PlsCyryT0iEAiE+uOt//dXAIC7Pvk6nL609SbyeiDBk5e8Gz0ozY4BAPKJgWZ0KRINJS+XXXYZLrvssoq/Nzw8jMHBwfp3qEFw0oMAgJhHXkpC2Khzycuhiaz/d7HkIB4j8kIgEDoXzx+a7mDyEsxbxaL396yrvBRTrUdeWtLzcv7552NkZASXXnopNm/eHNk2m81iYmJC+DfXsLsGAQDxnLvvQiFgsEmrKBh4OwkOHP/vQsmJaEkgEAjtD37M6zSkEDyMljzrQyzrLsrIHtBbCS1FXkZGRnDzzTdj48aNuO2223Daaafh0ksvxb333qv9zoYNGzAwMOD/W758+Rz22EWsewEAIFnwyAvneQGAbHZ2zvs0F3C4+zhX7EyCRiAQCAxO53IXJDnlhSWdxL0VpS3vAb2V0NCwUaU47bTTcNppp/mv161bh7179+LLX/4yLrroIuV3rr/+elxzzTX+64mJiTknMAlvwap0wV0DgsULGbKZ2ZYr8FNvFIodfFcTCIR5iyKnKnfqKOeUSkghmLdKXvQgmXcfyOM9rbWiNNBiyosKF1xwAZ599lnt56lUCv39/cK/uUaq240HpkvTAIBSUVRe8rPTc96nuQCvtuRJeSEQCB0IfmxzOlR6yeUy/jIAQOB5SRbddY3i3eR5qRjbt2/HyMhIs7sRiUSXW8An5bgxw2JBVF5yHRo2yheIvBAIhM7GfPDzZTPiHMWSTpKlDAAgnm69yEFDw0ZTU1N47rnn/Ne7du3Cjh07sHDhQqxYsQLXX3899u3bh+9973sAgBtvvBGrVq3CWWedhVwuh+9///vYuHEjNm7c2Mhu1oykFxJKO+6JLkqel3x2Zs77NBcQlZfOv8EJBML8A/+Q1qHCC3IZcY7yw0bOPCUvW7duxetf/3r/NfOmvP/978ett96KAwcOYM+ePf7nuVwO1157Lfbt24euri6cddZZuOOOO3D55Zc3sps1I9XthqrScE+4rLx0Knnh1ZYCKS8EAqEDkeeyRTtVhQmTF3cOY9GEVFfrLQ/QUPJyySWXRMYIb731VuH1ddddh+uuu66RXWoI2IlNWEXkc1mftTIUOjRslOOeSCjbiEAgdCJ4VblTw+N5aY4qeZ6XtJMFLCDZguSl5T0v7YB0dyCpzUxPolQsCJ8Xcp1JXrIFXnnpzCcSAoEwv1GYB4kJBSk64BQLcEoldHm1X1JpIi8diWQyjYLj/pS52amQ8lLMdWrYqPOfSAgEwvwGP7bxanMnQbY2lAp5ZLOzfgZSqmeeLcw4X2DZNjJIAQAyM5PC8gAAUMxlmtGthiNXIMMugUDobPBjW7ZDyYscHXCKOWSmJ/3XXd2kvHQsMpZLXnKz0368kKHUoeQlPw/kVAKBML8xH8Y5+QHbKeaRmZ0CAOScOOKJZDO6FQkiL3VC1iMv+cwUHKlIXSnfmZ4XXnkpdOj6TQQCYX6DV146NWxUysmelzxyHnlhD+atBiIvdULO6gLgVtOVDbtOvjOVl5wQC6awEYFA6DzMT+WlEJAXEHnpaORs9wQXs9NwJM/L8p3fwfjRg83oVkNByguBQOh0FDpceZmaOI7+R74lvOcU88hn3GVtsla6Gd0qCyIvdULBdk9wITsV8rwscw7h6R+0X/2acmjVtY2OTeewbfexZneDQCBUgUf2juHQROuo1UK2UQcmJjz247/CqYVnxDdLeeSZ58Um5aWjkY+5YaNSdgbwyMvzsdV4yVoKABgae6RpfWsU8i2abXTx32/GO795P+595nCzu0IgECrAE/vH8bav/xqv+tv/aXZXfHR6qnT/4YcBAOPowdPxMwC4YSNW+yVvdzWtb1Eg8lInFGOu8lLKzcDxyMt4ejliH/gZAGBFYQ+ymc6q99KqystkxvUcbd55qMk9IRAIlWDri8eb3YUQBMNuC41z9YBTKmF5zl1/8PDv/Dsm+k9xPyjmUMq6YaM8KS+djWK8GwDg5KbhlNzJ07FjWLr8ZRhDLxJWEXue3tbMLtYduRavsBu3rWZ3gUAgVIBYC96zvJ8v32HKy4Hdz6Af08g5Maw4fQ0cK+Z+UCqi6JGXQoyUl46GE3eVFys/64eNHCsOy7axN/UyAMDx57c2rX+NQKsqLwwxmy5vAqGd0IoPHJ28htvBZ34DANgTX4VkKg3HTrgflPJw8m6koEjkpbPhxL0TnA/CRiXvQphecKbbZv+OZnStYYiqsDuZyePD39+GOx49MNfd8pGItd5ASCAQ9IjHmjcl3fPMYfzx97bi8GRWeJ9fSboVH9JqQWbPdgDAsf7T3Tdsd61mq5iHk3OVl1Kcso06Gk7SXZzRKswCftjIvRDiy84BAPRNPt+czjUIInkRb+pvbHkeP398FB/9wcNz3S0fcVJeCIS2Av/AUZhjovD+7zyIu588iM//vyeF9/mxrdOWB0gfd7OMSsNnAwCcGFNeCoBXXLXkWSJaDTS61wlWwlVebI68MBbbNbQCANBb6Kz0Xf6mlgeagy2Q6hgn5YVAaCvwnpdmhWj2j4kV0Tu5wm5Xzp2TkguXAwAsL1pglQquBQKAk6CwUUfD8pSXWIHzvHjkpXehmy49UBprSt8ahVxE/QOnSf7dEifxtqL5j0Ag6BGzgns2m28OUShJg1cnV9jtLbrZXd2DSwAEcxacAuyClx2bIOWlo2El3RMcK87C8pUXl8UODC1z/8c0ctnmKxL1Qp5bEkBWXpwmsReeULWi+Y9AIJihWSEaeegqdHCdlwXeA3XPohH3jVjgebELrvLC5rZWA5GXOiGWcpcMT5QyQElUXvoXLEbBcX/qsSPNM7DWG9mIJ5JmJU7zAx6RFwKhvVB0mh+ikccuXlXuJOVldnoSPZb7MM0esC3P82I5BTeKgCCq0Gog8lInxNNuXDBRygTKi3ch2LEYjlsDAICJI/ub0r9GQDDslsRbvtQk9pItFP2/LYvIC4HQTihyAwd/L88lZNW4U5WXMW8uyjoJ9PUvcN/0ogV2qYBYySU2NikvnY1YymWnrvIiGnYBYCI2CACYOT46111rGIRYcKE1wkZ8nLzYLAZFIBCqgkheWiNs1KlrG00edeei49YALC8zk1deEkWXvMRSRF46GsmuPgBAildeOPIyE3eZbXasc8iLuKq0ZNid68544Ac8Ii8EQnuh0ArKC2TDLh/Kak6fGoGZ466FYdJ7sAYQ1HkpFdwHcQBxzxLRaiDyUick0q7ykkIWtud5YSwWALKphQCA4lTnrLcjPpFIT0ktEDYqNivliUAgVAU+W7BZ2UbRykvnhI3y4wcBADOJBf57VtwLGzkFJB2PvKTJ89LRSHnKS9rJwnJEzwsAFLoWu39Mdc5Kx+LaRrJhNxgB5jKElCPlhUBoWwjKS5OIQjjbiDfsds6YUph0H6Rz6SH/PTsWeF6SJbfScILIS2cjlnBPehxFP2zEKy9Oj0teYrNH575zDULUwoz8ACCHlBoJChsRCO0LvsZK05QX6XW+JI4pnTKuWDNHAACFrkXBe7FAeYnDncdiCVpVuqNhWZ7hCQ4sxw1dWJznJdbnkpdUtoPIS4Scyg9Cc5lemI3w4RAIhNYG/xDUKtlGstrSKenS8VmXvFjegzUAWF6dF9spwvJoXKsmbRJ5qRNsj7zYKPmeFz5slBoYBgB058NLBOx74Sls+/Lb8OT9P298R+sEx3EEwhKlvPDF7BqNbD4Y8EpEXgiEtoKgvMxhthFPWKKK1AHttb7Rc4/8Cg///RXY9eRDoc/Yg3Ssb9h/z44l3f+dAmxGXuzYHPS0chB5qRdYqhncEw8E8UMA6Bp0lwjoLY4LX8tmZrDguxdjzdQWpDf9xdz0tQ4olhyRoEQoL3NpcuP3RYZdAqG9wIdk5rKmCq/ShrONxH60U62X2Ts/g1dM34vV//ZGTE+OCZ91F9y5KNUfkBdm2I05BcBXXlqTJrRmr9oQtkdebMvxyQu7EAAg1TMIAOiCuOjX9o1/j27LNUadVHoR+Zy4HHurQiYkcpG6bMSK040E1XkhENoXhSbVeeHHKHnYaNewkVMq4bTMo/7rR3/0OeHzVMlduyjZM+C/x5SXmFOEDfc4WQ2YVkNr9qoNYXPSWtxPlU7676V73GykLkdc2yi5X5TzXnj0143qYl0hP33IRepyzSIvZNglENoWpSbVeeFD22HPS3sqLy+98ASSVsF/3X/4YeHztDcXJbv7/fdsliqNQuB5obBRZ4MvRR9zXPJixwLDbtpjt0mrKCzOuGh2FwAg47gXzfGn7214X+sBWXkplPRx4bm82YU6L0ReCIS2QqFJdV5yEcqL7OdrF+XlwGObAQRzy9LcbuHzbseNAqQ48hLz5qyYU4TtkTgLrenYJfJSL/DKi09egrBRt6e8AMDslBtrzGUzOKHori+xY/jtAIDU/t80uqd1QUh5kW5w/vO59LyQ8kIgtC+aZdjNR6xfJI9fbWPY3X0/AOCR4bcBABZhHMcPu1V1S8Wib1dIc3OTnWBhowIXNpqHysu9996LK664AsuWLYNlWfjpT39a9jv33HMP1qxZg3Q6jZNOOgk33XRTI7tYN9hcXDDGDLuc5yWRTCHrMeDZ6QkAwP4XHkfcKmHK6ULPy68AACzI7J2rLteEcnFg/oafy8JOUUsWEAiE1kahSYZdfvySyYmsKrdLld2+aVdpia++EAfgpkMfeP4RAMDszKTfrruX97x4hl1wqdLz0fMyPT2Nc889F1/72teM2u/atQuXX345Xve612H79u341Kc+hY9//OPYuHFjI7tZF/DkJcGUl3hSaDNjpQEAWY+8HN31GABgX2IF+hefCAAYLB1veF/rgbDyIj+dFLWfNRL8filVmkBoLzTN8yKQF3G/cqkH2d/XqugruGU5uhediEPpVQCAyb2PAwgeoEuOhXRXUEE35ikvcc7zYrcoeYmXb1I9LrvsMlx22WXG7W+66SasWLECN954IwDgjDPOwNatW/HlL38Z73znOxvUy/qAN+zGvMqEtiS3ZZAGMInsrMt6c6NPAgDGe0/G0mGPvGAK2cwMUunWXMmTQSYvclxYMOzOpeclT8oLgdCuaFa2Ua6gV3zybaq8LCgdByygb9EJeGngFCDzEJxDTwMAMlMueZlBGr0cOeGVF3s+Ky+V4v7778f69euF9970pjdh69atyOfzTeqVGfgTHIPH3GMiecnaXQCA3LTreUkefw4AUFr0MvQvWIyc47Y/fnh/o7tbM+QbOPS6BTwvJarzQiC0FYotkCqdK5aEjCNZOW4Hw+705Bh6LDcxZHD4BNjDpwMAuidfAABkvDlo1osGMNi2a861AE55mYeel0oxOjqKJUuWCO8tWbIEhUIBR44cUX4nm81iYmJC+NcMCNlGHnmRTzojL3lPeUnk3Qso1rcElm3juDUIAJg4vK/R3a0ZjBgkYu5xy8qLWOeFPC8EAqE8xCJ1zQkbOY44ZrGxjY11bcBdMObNITNOCj29A0h6RVK7Cu78mPPmoIzVJXzPstw5y3JKgWGXso3MYEkLKTAGLL/PsGHDBgwMDPj/li9f3vA+qiCEjRzvpEuVCfMx90IpZqYAAMmCWyQo1uWmqk3EFwIAZo61vvLCbuh03D3uqFoI5HkhEAgmKDYp2ygqw4iNX2ysK5Zan71MeuTluD0Iy7aR8OYYVpiOPUCzB2oGlllkw0HM8s4FhY3KY+nSpRgdHRXeO3ToEOLxOBYtWqT8zvXXX4/x8XH/3969zcnWET0vbGFGmby4xqhi1iUv7EJiF9Z0wj3G3NiB0PbHjx/BA1//I+zc+os697w6MOUllXCPu1ByfKJZLDmC6tG8hRlbf5AhEAgBivzCjE2q8wLID1/iWNcqysuuJx/Cb772Bzh68KXQZzPH3Qfgybg7p6R63DkmXXJruxRm3TkoFxO9lWzOYqoL0LqG3Zbq1bp167Bp0ybhvbvvvhtr165FIpFQfieVSqG/v1/41wwIqdJQKy/FuHuhOB55SbPyzN1unn0uPeS2mzwY2v5z3/kQLjj87xj+f++vc8+rA5N304ngGNlNHnqKmdMidXydlznbLYFAqANE5WUuw0Zy2DucLcnGulZZM836yQfx6iO3YfTb7w59lh93RYCZJCMvbjo0K0xXzLrKC4sGMLB5LCaQl3noeZmamsKOHTuwY8cOAG4q9I4dO7Bnzx4Armryvve9z29/1VVXYffu3bjmmmvw1FNP4Tvf+Q6+/e1v49prr21kN+sClWFXLu5TTLjKi5ObBhCsc8Sq7xZ73AWy7OlDwvdmpyexZtJVXBZgAjNT4uKOzUBAXoJjZEpHuQJ2jYQQNmqRQYZAIJih1AKGXUDyzhXFsa4VwkbFQgGrSu48elbuMYwdESMWzqQ7h+S73PouXV4tl25k4JRKKHnWhYJGefGTTjBPi9Rt3boV559/Ps4//3wAwDXXXIPzzz8fn/3sZwEABw4c8IkMAKxevRp33nkntmzZgvPOOw9//dd/ja9+9astnybNUHJcXw6LFcphI8cjL5ZHXvzyzN6FZfe5ZuXErGhOfuzuW4TXzz+8pY69rg6MvKTinPLipRtmi1KdhLlcVZoMuwRC26IVitTx+3Ycxw8psbGuFRTdXU88ILx++i6xmKs945KXkvdAzArR2ZaDmekJODmXvLBogP89j6j4fhcA0PhNm42G1nm55JJLQotc8bj11ltD71188cV4+OGHw43bACVYfm48ANhS2MhJeuQlP+3WcrHcSb6rdxAAkBjwHOE5KbPKK/PMMPXMFuCit9Wx55WDSacCefGeSORYdbPCRmTYJRDaC61i2GX75rOfmPLSCuPKkcd/gVO416n9DwqfJzPuHBLzHoi7uvtQdCzELAezk+OA9wBdSvQI31PVdCHPyzxASU4pk+Q2yyMvsfw0ZqeClO6eXten07VgBEBQGZFhYOp5AMCj6bXu64PiStTNALup47btpxCyp5dyNWAaCbFIXQs8IhEIBGMIht2mel5KofeZ56UVFN3UPld5eTT9SgDAkLfAL0N37igAIOk9EFu2jRm4NV1mZyZ89Z89UDPIPk2AyMu8gCP9nLLaZqV6AQCxwozvW8k4CcS9ksw9C1yW3O8ExMYplXBC3g2tFV/mVivuyjd/CQFGXmw7SCGczbmDTbmlAxoJMVV6znZLIBDqgGYpL7qw0Ww+GE+6Em6gohUMu4MZN8Moe/rvAACWlQ4gMzvtf95bdOeX9MBi/71Zr6ZLdnocdt5rGyIv4RDRvDTszjfIyotsdIp55CVenEF2egwAMMMVCWLhox5nFo438x586Xn0WrPIOzGccMo57n6cUtNXTGZm2LhtY0GPS76OTecAhAed5nleiL0QCO2EYot4XthD0LFpd+Xl/nQcKU95aYWw0WDJVeeHXrYWY+hFzHKw79lH/M+7fD/loP9exmbkZQIxr8aYlewVtqsiKrQ8wDyAI5EXWW6Lpd0LJVmc9RdnnBXIi2uqilmOz6IPPr8DALAvtgwLB9zvW07JJwrNAnPg27aFRb0ueTky5fapudlGXKp088cYAoFQAXjyksnPXdhIfuBiYxgb04Z6U4h5qkSzw0a5bAYL4KY6Dw6vwIHESgDA8Rcf9duwZJB0T1A6JGu75tz87ATiRZe82GmRvKgyi0h5mQeQyQsrtcyQ6HLruSRLs8jNuOQlYwdu727uQpueHAMAzO5zVwE91n0S4jFXtrTh4NBkJrT/PUdn8Povb8G3fvlCjUdSHkw6jVnAop4UAOCo95Qix6rn8gkqJ9R5IeWFQGgn8OSl5GDOFOaw8uK+PuqRl0W9ScS8dX/mQnn5t6178dov/QJPHQgvd3PsoFuINefEMLhoCSb6Xetu3lvoN5/LImW5awF2c8pLzptrCrMTSBRdchNL9QnbVqksuur2zQaRlzoiHDYSXzPyki7NoDDrrTHBkRc7FsO045qqMp4nxj76LAAgu+BUwAqqHx6azIb2/zd3PIldR6bxN3c8VY/DiQS7gWO2jSFPeTmqVV7mjkTwT0WtkNJIIBDMIZOVuQr96jwv7IFsUU/KJy9z4Xm57ieP4qXjs7j23x8JfTZ+2PW7HLMWwLJtOEPuoovpMXeh3xnvwRcAuvsG/b9zca/C++wkkp7yEu+Sw0Yqwy4pLx0PR3JqyxKcX6IZGRQyruwnl2dmHhi26mci55GYviW+A9i2HBxWkJedByf9vw+Mz1Z9HCYo+OQFftjo6JTbp+aSF1JeCIR2RYi8zFHsVw5tswzJI7zyYrGFGRvbp6lswf/76dHJULmRmaPuukVsLbzEgJvokfQWXZyZGgMAZJ0EEsmU/72gwvskUt4yAeyBmkFNXlqTJrRmr9oUsvIiM9aUtwxAt5NBySMvhbjo9marfLKwUpwt3pju9ZUXC2HycmB8FruPzvivt77Y2IwkZtiN2RYXNtIZdudmAHIcR9hXs03NBAKhMsiqxlyRl1Cdl7xo2F3Um4Jtzw152bFnzP+7WHKEh1IgWPtuJukuJxNPe3YELxSU8fyUM9KK0cWEq7I42SmkPU9MMkReyLA7LyGnSstF6lKeRJey8nAy7gVWlIoEZXxTlXvB+rHJdJ9PXmIo4dCE6Hm5Z+dh4fW23Y0lL36qtGVxyos6bDRXdV7kQYW4C4HQXpDv4XyzwkZF0fMy1JtEzBvOG01eHnpRrPO1+WlxbC9NuksBZL3S/0w9SXmEJDsTTgYB+ArvU0jBJWXJrugidUWnNf0uAJGXuiJ0ScvZRvGk/7eVccNBpYQYc2RhJOaJYfJePN3DeV6ckOdlu8fWVy5yv791t3gD1BtBkToLQ72SYVcaCPJzZNiVswAoVZpAaC/IxKBZht2cbNjtSSFus+UBGtunh/e4D55sLN+xV3wQjU27C/eWerzlZLyHYrZidJ4lg8jkxTPnWvlpxBz3+GJxccFjWXmRk1BaCURe6oiSrLzYsgcmeG3nXGVFrnCYZ6YqL6yUdLjYpB82Cht2nzjgkqF3vuJEAG7mkQqFYglfuXsntr5YG7kJitSFlZdsvjlrG8nkhbgLgdBeCCkvczR2yKHtjFep+4gfNkrCtupj2H183zi++POntangLPzPxvIn9osZR0lv7Tu7z62ey+wIaU9NYQ++WXnRRa7Cu+U9assZsTJ5CVWNbyEQeakjwnVe5Asj+LnjeZecyEWC2CqfzBOTdtzwUKq7D/AuNDlVOl8s4ZlRd6GtN5zuLsQ1kSn4FW953PXEKL76i+fwmf94osKjExGkSltYyIrUzeRQLDm+4aw3Fff6NzdPTwVpoCPlhUBoLzTLsMvCRGzMYmNYoLwEYaNaU6W/cMdTuOme5/GTbS+FPnMcB6OeJYCN5S8dn8X4TN5v0+OtfZdasAwAkO5x64N1Oe6K0QXPcpCXyIvteWPihWnE4B6vnBErP3DLVohWQuv2rA0RqvMSQV4SjLykRcMU88A4WZeMdPnkZUAIG/GG3WcPTiFXLKEvHcdZy/rR5S0gdnAiXAvmsX3j3ncma1o7hK1BEo9ZWNjtkhfHAY7P5DCZcW98Rmrmqs6LTJIoVZpAaC+EDLtz5Xnxxig2Zk1mCsgVShifdUnDot4UYnbtaxs5joPH97tj8OPeWMxjfDbvj5enDPfixAVu6Icp6wDQW3TDSD0LXOWFFaJLWEXkcnwyiEheYt5ckyhOw/LJi7T+nkReSHmZJ5DDRvKFYMeCRbxTRZecxCTywpuqSsUiui2XpKR7+oQ6L5l8yVcanvBuhrOW9cOyLCzpdz0oKvLypCdBFkoOnj04pT2WZw5OYiKT137OBhnbshCP2VjQ7cZOj07lMOl9zycvcxY2EvdDqdIEQnshHDaaW+UlIC95HJ9xVRfbAga7EkaG3ZlcAU/unwilNzPsG5v1H+7kcBAAHJxwx/vB7gTSiRjOXuaqKk9ybWOO+9DZ3e2Sk+6eYA6ZnZpAKcvIi6jqx7tckpMqzsD2wkYxbk5i4E265HmZJyi3PAAfRkqX3PL/IfLim6qmMDsTpMh19fT7dV5YvHI6617ETx1w253lXejD/W6hu4OSL8ZxHOEmUFVvBIDnDk1i/f93Lz76rw+rDxR8kTq3T+ymPzqV9W/ORd57c+Z5CSkvlG5EILQTmm3YXcQpLyxktLAnCdu2/DovpQjPy19sfAyXf/WX2mxPNlYDbl0ueWxkD5xL+twx/KxlLuFg43ap5PiqSVfK7Ws8kUTWcR8eZ6fHAU+1L0mZrIluj7yUZn3yokqD5h/C5QfyVkLr9qwN4VjlyEvwOs1nEXHwV57OT2PWy9cvORbSXWK2EQBMZl2Fgz0hLPVIyxLvfzmd+uBE1q/FAgBPasgLu8F05Abgi9S5xzzohY4mMvlQ2KhZhl0iLwRCe6Fpht2Cu19fecnm/ZDRQJdLDEzCRkwFf2p0Uvk5//CYK5Tw/GFR/WbkZdhTz5cMuGM5G+Nn8kXYHnnpTgWZQjOW2y47Mwk7527TkfyUCW+uSTkZ2BYz7IYpAP8Q3sojKJGXOqK8YTd4HYOrmoR8ManAVJWZ8ooNIe0yZFbnxRKVl5mcSxbSSXdbS/rUYSN2YzHoyAnLZDoylQv5VZ45OIn/ddP9+PXzR72+uMfMbvDx2XwobNQsw24rLF1PIBDMEV4eYI7DRr2B8hImL27bR/aO4X/ddD+27wmrKyzsc1gRsgfCY+4T+8TXbOxlD6DMvzjjJV9MZwv+w2sqEYR8MnDb52anYOddVR8pdQE6Nvfw7/HgfS5y1fhWQuv2rA0hO7PDnhcVeRFjjrZXcChRmOaKDaXZBt02HvOe8pQXdmF3exf6Uo+tsxuJ4SGv6u5pS9x9PKPxvPCZTIenxG3c/cQoHnzxGB7ZO+Yeh60iL61i2CXyQiC0E2SyMnep0uGw0YREXliF3Sf2T+DBF4/h/z16QNjGVLbgZymp1p4DgGcOuYoMG4PlelzsgZOp6N3eA+msl1Y9mSn44z8/d2TtoDJ7rOCSFzslrVsUU5AXhedFDBuR52VeoJzyAgRmKGa6kgmOv/J0cQY5L+XNLzYkh408ksDqBbAL3fe8SOx/y85DAIDfv2AFAODYdE6ZTn2YIz2j4+I2ZCLCyEt/2r0JxmfzmPRu4EVe8bq5NuzG56iMN4FAqC+Yn4Tdw3O9PMACL/w9xSkv/R55iUtpxTq/CqAmL47jYN9x1y7AxuDNTx8WzL2+58ULG3Ux8sIpL8zzCM6mwMhLYXYKCUZeJD8lU/nZ3OO+Vy5s1LoUoXV71oYoyQszKpYSZ6yW5dnLSwgkulzTbbo0g/ysq4zkbLXyEoSN3P+7pLARfwPtG5vF06OTsC3ginOWocdrq1rAkf+eTIDyEiFQKy/uTX/CoHtDjc/kte77eoI9taXi7u9UcjAn+yUQCPUBC/2ye3iuHkDGPKJy4gI3gydXLPmqs6+8WDJ5Eft2cJwnL+Gw0fGZvL/u29vPPwHphI3RiYxg4mVq+bCvvLgPhWyMn8oW/LkD3NyRj3nkJcOvGN0v7N+yxLkHUC+6yJMXUl7mDcorL+zCiMNbOTQmtkkyR7jDrTztsWp422PMm4WNGCtn8VEWL+VVk81Pu6rL+SsWYEFPEiMesTgwHr7J+BtPVl7kUv/shmZPJ8emc351ytVDrkEsVyxhIlNAo8Ge0tKJ4Dcl9YVAaB+w2zXl3cNzETYqlRwc8xIZVi7q9gWNl467JCDwvEQrL6O88jIRVl72j7kPikO9KfSnE3jNye7Cips9Rdz9HlNeRM8LCxtNcZ4XcPMLK0hXzEwhqVsx2ptr/LkHavJSsnjlhcjLvECoSJ1CeSl6P3nSci9GmeCwaondziyKGVd58SslCmEjB1OS8sJYOjOdzeaLfkjpWW9l0leucpdRX+aRl31jlSkvckw6LikvTBYF3JLarGLl0Sl1DLiekJ/aADLtEgjtBPawkY7XXhDOFGOzeX+/i/tS6PXGUTaWDWjCRnKCAE9ejkxlQw9OjLycMOgSk1etdsfiZ7hVo495WUWs8CezArCkjKkMR1445aXoFaRzctNIl1zSlfTmEga2FACbewC150UMGxF5mRfg44MlxyobTwTCqWrpXo+8gK+UKHpeAFd9mfLUDMbKWdioJxlckMxAxtr0ed6UZZ6p98CYSE6yhSLGuFLUobCRdMPaEnl5ybvhuxIxJGI2hjwidWQqh0aDhbRSpLwQCG2JonQPz4XycmQqKAyXiNn+GMnGsn7JsMsgh9B5taXkBAvVMjCVe2TAHc97vAc7ppzniyVftWZ9YGN6Jl9CqeRgOhcYdnXkpQtuv1PdUthIEQlQZxsF2yXyMk/Ay226WGG4Cq948XT3uhecbTkoTbtrWBR95SXYpg33QgaCi5+x9Jht+Z6WKd/U617wLKTCbqD9nPJSKJbwi6cCCRMQnyaA8GAie15YHRl287EVp480S3kh8kIgtA2YUsru4bkw7B7xlGY2VvWlxbHMDxvJnhcphC6H2P/nqUNCggMba0cGxZBQpsA8jEE4p9cbP9mY7rYrCtlGPHlxEt4ckZtCN78eHgc7Fp7uy3teWpcitG7P2hCOQYpZSboBZPLCL1FuZdy6LKWEGDYCXPIymSmgUCz52Tz8hc5uQFl5SSfcbSzzbqD9nGH3hw/txYelqrpyurU8mDAplT2dBPt3b75gxek5IC+kvBAIbQvHcQLlZQ4Nu0emg8UXgWDsYuhPqz0vckhLftC7/rbHcPO9z/uv93vkhiUysAfJTC5Ig3bft5HwiEY6HoxlM7kiprMFv84X+BWhvWq6dn7GT4WOx5NCf0h5IRhBl2ImM1lZiuTXmojl3LBRKeHl6wvkpYTpbAEz3LLqvFGVMXc5nZqx/WUKw+7DipLW+8ZmhacHWSq1pSJ1DIw8saeZw3MQNmLEipQXAqH9wN+qfthoDtYn85WXPqa8iOTFxLDrOA72HpsJbfuXzx7x/z7AlBdP9e5KuuNUphCYcQGgl6uca9uW/8A5mytiOsONo7zlIMnIy5RPbiwpGURFVOxY+D3B86LwbbYKiLzUEXw1Qp3yIpMaWypSx5OXuLfyNJIq5aWEqWzBDxnZljhpy0u7Z3zlRSQv+8dm/XTifu6m/b1XLcfCniRyhRIeeWnMf1+WSuWwEcNch42eOzSFw16WVCJmgY0zRF4IhPYAv7AqG8uOT+fw9Kh+mZJ6gI1Ni72xqjctjmUD3eXJy3OHpnB0OodU3MYfvna1/z4rGAoEYSOmejNVZTYnkheZPPHp0tNZnrwE/WHLysRZdV2EF12UiQq/ACMPMuzOQ5ic9BCpiViSPFF0L0R2Ycpho6lMgfO7xIXspj5feXHNt8zzwpQXVsFxJlf0bxoWfnrD6cP49FvOxLqTFgEA7nvuqL9deeVmdkN3J2OCG98nL97TzBFF0abJTB7/65/uxy2/3hX6rBK8eGQab/zKPbjhP58EAMRt2+8XZRsRCO0BfmhJeRP7l+9+Bm++8ZfKUvyV4N+37sU7v3lfaL03ICAvLLnAVHnhQ+j3eculrF21ANeuPw1vO28ZgKD4neM4odL/bDkXprywsZo9eDLw6dLTmSCZgp87WDVdNmcA4TCRnByi87OIYaPWpQit27M2hOh5Uf+04Sq8YZJTcNzvprwL0fYkwRB5yRZCBeoYZOWFeV5SngTpxlUtoU3WIzgXnLQQvak41p3skZfnA+lTLszEbmjLsgT1pc+TPofYatPT4bDRv219CQ/uOoa/8khHtfjNrqPC67ht+f2aqwqdBAKhNgjKS0IcP+9+8mBN2/7znzyKbbuP45v3PB/6jK0evag3HDbikx9Cht0ST17cMfLCk4fQlYz5NVxYUbpMvuR7ZNg4GSgvbhsW4pfJC58uPZtTh41ibNHFQrDki6y0yGEj3QM2KS/zEELYSBMrDHleItaWSDPykg4rLxYLG+XdC74rIV6YfZLnRS5kZ1mW70thbbKe8pL0zGKvOcW9AbfvGfPDTqFsI+44edNuSHkpEzbae2wGLx6ZjmyjQ6j2TMxs+XoCgdA64JUX3qgKVB/+3Tc2K4wrqu0Eyos7VvVzYaP+dKBoh1KlOVXlN7vcNYou9B74kl7YiykvTFWxrYCMBGnQ0WEjfomAGV554eaDuLcUAKvxAgAxmbxIc01R94AtzGOtSxHCMyehapiFjeQlBPSreqa8lLeY73nhZEI4rmFXSpNmYKYvX1UpiJ4Xt00cx6Zz/o3FlJekN3CsWtSNZNxGrlDCkaksTlzQHVIyeCmVrQUCAGed4KZ8+54XRdioj3vCeN3fbQYAPPn5N/kxXobte47jhMEuzObdENdZy8TiS6UQeQnCRnO1Ki2BQKgNUcqLinQ85y1yuLAnhecPT2HtygVC6LxUcvCaL/5C+A5bu4gHq0HFwkZnLgvqoxznal6FitR5/Z3OBbWxTlvqrU3nkRc27k5wqgrrIzPi+uSFtZHJC7eytOh5CcbyuKe8pJ0ge1RWWuS6YybWhlZWXoi81BEm+fGhsJHC7c2+m/DKOFuMMUt1XiY5w24obOTdAFMa5QUIGD67sXJSnRTLstCfTuDIVNZXZ2T3P09ehvtSOOaZ1t527gkA3IqVgHuDH5zI+PFeIIj18jg8mcXKRcFl+cT+cfzON+6DbQXZCNv+8o2+xAuECUqCCxvJxIZAILQmmD/NsgL11/9Muo+zhSLe+JV7AbjqyESmgO998FW46NTFfpupXHhJEtm3MpnJ+8uhsPWELjl1MVYu6sbuozN++jQQVl7Ygxx7+EvELH98TWmUlz5O1WFtCyUH+WIpUF40YaPZfBGzWbXywoiKUPpfUlpkJUY/R/Hvty55mRNN6Bvf+AZWr16NdDqNNWvW4Je//KW27ZYtW2BZVujf008/PRddrQmOwZoQjrx4o2ptCe+0xB33QvWNVpYFdjHZcJArBGsGycoLuwEmM+6iiKwQUlcyTF4YMcl5ZCLJZS2xDCS2PLyuwi4AfPatZ+K3z12Gzdde4r/fm4pjzcoFABBaQn5GsaL1xKw44LD0bX7sktdjkgc2V3mZu/LiBAKhdrD7OG5bIZVDvscnubXS2Bi4Zedhoc04p5owyGPO3U8cRL7o4OTFPX7VccuycNuHL8Q7zj8BX3znOX5b2fPCHvbYmNWXTviqSqC8iH4WPiTEq+CZfDHwvGiyjWZzRWQ05AU2mzP06xbJSozO2iDOY/M4bPTjH/8Yn/zkJ/GNb3wDr3nNa/BP//RPuOyyy/Dkk09ixYoV2u/t3LkT/f2BfLd48WJt29ZBecOunG2kLBLkXZRxr9iQ4Bq3bMApwvKqLLKnhq6EeCp95SVbQL7ocGuGKArZMc9LIVyhts/zsbABQlekDgAuPGUIF3o+GR5vO28Ztu0+jp/t2CekEarICx964o+Dh2xjCZEX2wJ7cKNUaQKhPcDuVduyEItFF4SbVYwdsldEHkvc74kPR//xyH4AwNvOO0EIOS3qTeErV54ntA2vbeT2acJTVfhSEyxbiikvTFXh/TSpuA3LcsezWZ68pMRUbfbAOZ0rYDaXB5h4LSgv7r7ZnAGEU6VNw0ZC4sl8rvPyla98BX/4h3+IP/qjP8IZZ5yBG2+8EcuXL8c3v/nNyO8NDw9j6dKl/j9Z8mpFGCkvZZYHAAIjVUBe4vwX3M+8QkTsBpXDRryqwodn0klb0cbdBrvRKlJeDC7uy18+gpht4ZGXxnGAq+g7kw3LuvKAo8oWmpEGIJYGzhCPWYh7N6ps2L3vuSPCKq4EAmHucf/zR/GLp8UMIhaRjtkWEtJEK4d/VQ8+8hioIi/T3PemsgX8+jk3S+i3z11Wts+hsFFJDAnxCQth5YWFjYKx3LIs/2Eymy9hKhtuAwThpYlZblFGt0PBn/6K0e7xqdbWk8lMCeo5VfRutq7y0tCe5XI5bNu2DevXrxfeX79+Pe67777I755//vkYGRnBpZdeis2bN2vbZbNZTExMCP+aBUfIj9ctDyBLefq1JRLe6p8WH//1vp+w3YuYqSbdUrYRnyrNyk/LseQgtMTCRirywjKSGHnRG3Z1GOpN+Wa4Y1zKNF8dmGFsVkypnlIQHHngkslM3Lb9+5p/YssWinjPt36DP7jlIaWkTCAQGo9iycHv/fMD+OCtW4WFXxkZiNkW4mWUl2mFn0VWY8YU9zjfZtxbTToVt7FqqKdsv+Wxjo2XQdgoIAdsnGWhJV1IyK+emy9GFKnz1qnL5v11jcL2A/c7bM5QFUkNhY0MHrBb2bDbUPJy5MgRFItFLFmyRHh/yZIlGB0dVX5nZGQEN998MzZu3IjbbrsNp512Gi699FLce++9yvYbNmzAwMCA/2/58uV1Pw5TmCkvBmGjqIwkSXlhi3nplJepbEEoUCcWshOJSRA2CrbV3yWaeuVl4GUpVQc5dRBQS7/y09K0EXkRXyd45YUb9PiF045MN36tJQKBEMbYTPCA8tLxILWXqaQx2/LX9mHISuZ+1dghP+iolBf+QUf1sBYF3dpGQdiICwl5pCSbF7ONdKpKJl8Mso3kInUsbJQtBspL6CFY7JvKtiA/KOvnKA4tHDaak2wjS/oBHMcJvcdw2mmn4bTTTvNfr1u3Dnv37sWXv/xlXHTRRaH2119/Pa655hr/9cTERBMJTPnKhKGwUUSdF3+rMQV58ZqwG1aXKj2ZKXCLMkbXgskpPC/shvTDRvLaRobkhRGiLEdeZMUECA84U9nwICU/dcmv4zHbXx6Af2LbdzwIWR2bzuHkdrBREQgdBl595Rd+LUQYdmWyonqokd9Tk5dgO4wQpeJmlgTZsBtkG4X9LGHlJZxtBARj8myuWLZI3WQmz5EXuQCdHBIKj8uWbaPkWLC9B19ttpFFyguGhoYQi8VCKsuhQ4dCakwULrjgAjz77LPKz1KpFPr7+4V/zQKvvGiL1BmEjULKi2zYBRD3Ns8ueF2RuimOvITbeARHWh5ACBv5hl2150W+oXVISTFgIBhI/vItZ+DDl5zs7idEXqKlX9XruCZVet9YQF6OzsFCkQQCIQy+2vZ+7p4UDLsSeZHV1VlFyHlSQ17+9wUr8He/e07oe6yuVapK5SVXLMFxHH/MYio1v81cwW0zpVFe0lzp/0k/bCQZdhOMvBQQs7zxUw4bGaZBlyos5zFvPS/JZBJr1qzBpk2bhPc3bdqECy+80Hg727dvx8jISL27V3eYxArDCzMqyItMcHh1hqXEeex5ShM2YrHVXLHk31xy4adeybDLJE4h20hSZ6KK1EXBJy/c4MEGpBMXdPlrLclx6mmF8iIPZNMh8qJOld4/FoSNjimWKyAQCI0Hf+/tU5CXuCJsJKu0KsNuWHlx97O4N43lC7pDbfwweaI68sL6PKFQVZiaU3LcMchPlU6pPS+ZfElLcLqSgQWAZZmGw0Zm1XNNCtAJyst8rrB7zTXX4L3vfS/Wrl2LdevW4eabb8aePXtw1VVXAXDDPvv27cP3vvc9AMCNN96IVatW4ayzzkIul8P3v/99bNy4ERs3bmx0V2uGKLeZFamTHeCqNkrlJRQ2ErfTw70+7FW3LbeEgFJ5SZdRXir0vKiUl65kHIPd7vuy1MvXcwi+J74npz/GY1yqtMOTFz5spPe8fPJH23FkKodb/uCVoUGUQCDo4TgO/uRftqFYcnDz+9Yqx4eyyovCsBt6YKkgbDTYnUBPSlzBGeA8L4b3uOpYCiXH97PwqdL8GJorlDCZVYeNunwzbqCQ68JGU9kg20jOUpUL0ulIh6u2FCPbtMvaRg0nL1deeSWOHj2Kz3/+8zhw4ADOPvts3HnnnVi5ciUA4MCBA9izZ4/fPpfL4dprr8W+ffvQ1dWFs846C3fccQcuv/zyRne1DqhXkbqI1UC9v2Mhw66UFme71R5n80Uc9SZq2fPSz5GXUsnxM4n4m9k37HqO+jB5UR5mCHLdAyAgHd3JGEqOe1NXY9iV1ZlEzPKVl2JREzbSKC8vHpnGT3e4tR+e2D+B85YP6g+KQCAIeOn4rL+I4qMvjeH8FQtCbY5NGSgvtqy8lDfsyg86bCwZ6EoEixvmFZ6XhJnnRVUWgle2VanSgEdedGEjb1w8zo1H3SmxP4Fht4B+X3mRH3Clon4GK0YbZRvNZ+UFAD7ykY/gIx/5iPKzW2+9VXh93XXX4brrrpuDXjUAgufFzLCrLVLHp/PzrFrKNmJKRlxBguIxC8gH6dRaz0sm76sugHgz822KJQdyzbeYYr8qRHleupMx/6kmRF4Upt6Q8iLFv2O2Dfbgplde1OTlnmeCKp3PHZrSkpdMvgjHCYfrCIRORkZj/mfYOTrp/33vM0fU5IVTPflQLq+8hD0vskk/uOfjtoVCyQmNFTx5YaEX0bBbmedFlVlZKDpcJlFAXmKe6bhQcpAVyItk2OXMuAwycWP7zRZKsHTZRqEaLtX7WcQIQuuidWlVG8LI8yJddCZhI2W2kUdemJKhkjTZRc8ydqKyjbJcoTdBeUkHFXZl1QWowLCbYNlGYc9LdzLuLxMv119hxOvHf3wB/vItZwjfY5DVGT5Vmg2IjuMIT3k68rKFK2D3zMFJZZtSycGVNz+A137pF8ITE4HQyZjNFXHpP9yDt3z1l6HUZYad3D2z5Rl1MUhe9Tw2nfNVFGF5AClsJPvamGp79etPwR0ff53bRlJgmX+uvyvh18HKFUp+uYcg26j6sFG+WAqK1EmqCl8eQlWkDggeKNkYbVnhDE42xuaLJW22UUzyvOjmn6LBitHid1uXIrRuz9oRBmtChPwsisnfkcNGigq7iZhHXop68sJUETa5p2XDrhdbLXCmM8tyJ3+GIGyUV64TZCi8+ISIPe04juM/TXUnYxjsCjKf+JL+zNPTm477Kkc5CZkvUse2dXQ6J6g+qmyjbKGI+1846r/mnyJ5bN55CI/sHcPR6Rx+6VXoVKFUcuDIaxkQCC0Kx3EiFzLdtvs49o3N4vnD0/h/jxxQtuEJ/469Y0JNFwb5wYE9VDCV1LbChl2edAC8Xy4WWoSWgfe88KEYFjpSlYaIgqosRL5Y8kPqfNiI3262oE+DZmMyG6NV6g4b23OFkl+krtpsIxM/i2jYbV3PC5GXOsIkP55vU1SUcAbCadZK5QVMUXDfVikg7P5nq6vKYaOeZNznW+xpKBmzBULFlJdCyQmlMQPqcJUKzNHPBoxsoeSHoLqSMeHG5/fjk5dU3Dch8xKy44TlYtXyAI+9NC60OTqdDUnRe4/NCEsN6MjLLb9+0f/7wV1HlW0cx8Ef3PoQXvW3/4MjU1QQj9DamMoWcNHfb8bv3nSfUmEFgAc4Yn/LfbuUxJy/ZxzHDb3yyOSLfgIBw2P7xgBwykssXOcFEP0qjLz0JGPoTQaZlWx8KXIZPgNdCSRjtk8C2MOOqihnFPRho7DnBQiUl6lswd9XvyYNmo3RKl+NX/bBAWIa8hIu/a/zvATHavKAPW9TpecbTIxOwqJXhoXshHRqZtiVvqoOG3k3T4YpL3JhI8t/EjjiDShytUnej6IKtZgbdoOnEEBUS7oTMSRiNno8ZWXMIy+lkhMMUim18sKTIIZEzPKfklhq9688heR1L3MXjjw4kcXLb7gbzx8OBtfRcfc3YGnboxOZUBhrfDbvbwsAHnjhmPJ473jsAO555jAOT2Zx52Pqp1TArTB63/N69YZAqAe27T6GFw5PaT//xdOHsPfYLB7eM4YfP7RX2YYnL4/vm8DeY7PC5/liyb+fRgaCe4jh4EQG533+bjzrERp2L/7qWXe7jLzEFMoLII4ZgWob9zOJgEDB4B+ABrrc1Z5Z6IiNH5XWeVERi6lswSdMckiIjaW8yhteHsAjLxm98sIrPjrPi5x9pAsJCXVedHNUm6RKt27P2hEmywMYtClZUWEj9ztxyUqlDhu57+mWEACCm4c9PchPIZZl+TelKkPHZGFGfrtswGBqSTJuI+4NVL7vxRt4eEWFV17EQSwce4/Ztj8IMCmaLcD2tvNO8NsVSw7uez4YkNlA+7IlvVjmDb5PjU4I2+aXGLAs98lSfpJ0HAf/cPcz/utNT4oL0DFMZPJ45zfvw3v++Td46EU1CSIQasXO0Um866b78fav/zp0rTLc/URQSPTG/35WyAoEXLLwyEtjAOBXr+YXWQWA5w9PIV900JOM4RUrXaMuf788+tK4oGyyxRB//dwROE6w8n1MYdgFRG+b75dLxRCP2X74hSm1bAzpTsZ8IsRn7QB8tlH1nhf2QGdZ8BUgBjbmsbGVV38Y2PjL+hTlXQQQeF5CqdLVhI1MrA0UNpon4C4MA+VFl84Wbdj1Vg81Ul6YYddTXhRPGAlGcHJ68xojL6raKKZhI7nOyyyXacQw0O0u3sgGnikuDpyK28LS8AyqJQYStuWTqmLJwaHJDJ4enYRlAW84fVhoy4fS2CJxS/rTfpbEtt3HhfZs8H/ZcC9OW9IHANi+R2wzNpPHriPT/uv7nz+qXAjyK3c/45dH/9GD6qddAPjLnz6G137pF8I6MAQC4E6el/7DFlz9g4e1/qqfbNuLkuOa7v/mjidDn2cLRWzZGWTZHZnKCuZ2wFVa8kUHS/vTWOMRk0MSEdr6onsfnLdiECOeeskvvCiPUOvPWopU3MboRAbPH54WyIts2AXEB5UZafzgF6IFOL8LF8rp8drMSp6XWuq8HPc8Pb2peMgTw7bLxlbVMfnKCxvrFH3hHxBjmlTpmERedMSkVGFSCXle5gkq9bzo20hOckWqNKvzwqBSQGyfmHjkRaG8sJuFMX/VImV93jpJx6fDE7CpYZcvlw1wgw9HHgY8c7CvvHBmXcuy/IGqnPISj3HKS8nBjj1jAIDTlvRhYU8S55w44Lfl4/vsKXFpfxprV7kDtKyIHJp02wz3p3DaUpe8PCfJ8Yc9j8uC7gROGe5FoeQIRmDADYn94MGgvtFdjx9Q1q6449ED+P4De/DS8Vl851cvhj5n+OGDe/D+7zxI/poOwmQmjw99bytuvvd5bZsf/Ga3a6B99AB+qCDAhWLJr1sEAD97ZL+vBDDs2DOGqWwBi/tSWLnIrUQrKzTMu3La0j4M97nEJExe3Htl7cqFWOqHjYI2/L124oIuDHQl8ArvIeHh3cd9lVS1MCMgkxfm43PHDEZepiXywvtQuuSwkV9h13BtowjlRfayAMFYGmXGZX2aNvC8ANAadkOp0pFF6lzoQ0L8HNW6FKF1e9aOMKmwy6eqmWYkKSrsyuRFxerjftjIS5VWGNNYZtGMd4OplBcWp1VlDlS8PIAn1bLBhQ9lBenS7n6Y4Y6Fi9j/fEqkmrxYvhQ8kyv4KsjLPKXkn967Bqu8QZqXx1nYaMlAGq9ctRCAq7zw2U9swB7uS+OUxb0AgOcPBSoLABzyBuzFfSmcOeKutfXiUbHN0emcv+8TBrswnSviHkVq6Rfvesr/e+PDLykJzo69Y7j+tsdwzzOH8Y3N+onuxw/twf+66f6yCk5UxgnBDOUyzY5OZfH733oA/3zvC9o2373vRWx68iD+9s6n8ctnD4c+LxRL+MFvAgL8pbueFq5VANi6+zgOT2axsCeJrkQMjgMc4tQQAP79ccZIP5b4xERsw7wspwz3YnFfStnmIU95eeWqhVjClBcubMQyI4d6U/jhhy7wtwcAu45O+/dyMh5TG3Zz4bAR87swVYWtDzTG1XhhYA8/bOyptM6LKimClUqQs4j47bKxVUXIgmwjT50pEzYKPC8RD7iIWp7GpM5L+QhCK6B1e9aGcCoMG2nZcdTijT55Eb8Txdj9sJHiCSMhSZtq5cULG9VCXvw6LyXc9fgo3vedBwEEgw4ADHaJYSN2Q7OBgRGd2XzRn2BnFBV4E7YdDJ4TWZ84rPYIy8hAlx8W4skLk7iX9qdx+tI+9CRjmMwUhPRPRkyG+1I42Rt4nw8pL+52+CfZPcdEwsCebId6k3j1apcovXBEJDjZQtE3Rfam4hifzWPTU2H/zOd+9oT/979t3Rt6sgbcbKv/s/ExPPjiMXzprp2hzxn+9s6ncPpn7hLMmTKOTedw28MvabNSOhnFkoP/2LFP8HLIeHzfOF5+w3/h/2x8VEtgvrb5Ofz6uaP4wp1P4T5Fun0mX8St9+32X//lTx8Ptbn/haPYP57x64uMz+b9atoMLxx2r6nzlg9i2aBaMWHX5sqF3T4xkZUXdo2fvLgXw/3hNvvHZrFvbBYx28J5KwY55SX4nRhZePkJ/Vi+0L0vVg31AHArWx/0lc+UgfIiho16NMrLYDdHXrw2H//hdvzbQ3vrUufluBcOlo24AKe8eH1VkxfRsKvaBx+O0mUbycVO5XIbDCUDM65IaihsND9QYdhIW57ZIGwUt8SJI8rzwiZopToTE029qvgvuzFVYSPjInVcnZefbAvk7SmOfAx0i4ZdvsYLIPpjMt7AIxevAtzfYgmXMfTiEXdwZgMlEChOOU3YKB6z8XIvvPTk/sC0y542F/elcLKvvEwJk1RAcNJY4Q3Se46K5IVtZ6g3hRMXdAFwS6vzOOJlKSRiFt56jrswqZwx4jgOnjrg9i8VtzGVLShrcHz+/wUE587HDmC3pAQBwOanD+Hme19ArljCZ376uHLizRdL+MAtD+Kaf3tEMCXL+NGDe7D2bzbh3mfCigHDswcn8X9+8qiyLwzHp3P4p3uejwyHTWTyuPne5wV/hYyDExlcf9ujeNQznaqwfc9xvOoL/41/ukevXn3rly/gEz/agfd86wGlCgYAf3PHk5jOFfFvW1/Cf3AhG4bDk1n8kAsZfpYjnwybnz6EI1NZ/5rffXQm5O963gvlXHjyEIZ61aSDqWwnLujSEpPdjLws6uZUFXXY6OTFPX7YiN/O056x/WXDvehNxYWMPXYdMbLLT+Krh9z748WjMz7RWdqfVo5n/FjBfntWObdPIi8TCuWFVxRvue9Fn0ypHthUUIaNZsorL37YKEIdZ+OQqg0/xtqWOttIXuDXpMJ7uy/M2Lo9a0cYZBKhYrc3YEUsD8BQLsUOEIvPBd8TXfoq5z27MY/XpLwEYSP2VAaEUxqBgLywp0j2Pm+uZaqMLF0D7nH6g+d4xldeVi4KyEtS8uAUiiV/glwy4A7gLI7N15fww0b9aawa6oZtuVI1P5Czv13lxd3n7mPiBH2Y286J3oq3Mnlh8v7i3hROGHQJzn7JSDkxG6RqvmvtiQDCISoAeNqrv7G0P41iycF/PhKeVP/xf571/3720JS/Rg2Pm+99AY96NXO+8+tdIWMnADx3aBKf/dkTODKVw6d/+phfUp5HJl/EVd/fhh9v3Ys//fEOZajKcRx84sc7sOHnT+PjP9yuVTH+YuOj+Ns7n/YXBFRt5y82PoofPrgXf/Iv24RS7AzFkoNP3f44Dk1m8aW7nsaOvWOhNsenc/ja5ucAuIrGVzaFFawHdx0T0udv/O8wwfuvJ0aRyZf8a/T5w1NCATYgUOHefPZS/7qXScd+j2yfwBETmXSwa+rEBV1K0gEExHqFRnmZzRX983zKcC+G2b44Pwu7H5nHhKkzuULJr3SbU5AF//44Oo0D40HYVjVWsT7liyV/smflFdiDDyP84wrywi89snqou+I6L6qhjoXSVcoL2+5URNhIfk9dr0sRNpKUFsu2UXQMsl0NogMiSHmZFzBxafOqijbbKKS8lPe8qMJGMqFRrUOUqER5UWTMqKpOqsAbdvOFoO+feeuZ/t9s4GOD3S5P8l7lDXC2t9gkEDx5scmcr7EQj9k+QeIHxdWC8uL2hz0NHp7KouS4v9lQjzvwMkk3y02+PunoSyEVj/nKCm/aPcS1YZ/vH8sIYRbWZrGgvKhDS4v70zjBayOTBUbe+tNx/3eSCU4mH1T4fIun4KhIx17vCZyFsVThjDsedVWdvnQcuUIJ//rA7lCb/29TkGq799gs/pXzZTDcfO8LeN47vw/vGcNPd+wLtfnZI/t95ea+54/iZwrCtWXnIdz5mJvmu2PvGL6v6M/mnYew2cumOTCewVc2hQnFT7fv8xWskgP83V1Ph9r8ZNtLmMwU/GuN/RY8WEr+q7zf8KXjsyFixgjFm85agphtwXGCSZeBpSGfMKgnJvuOB22GNapKoLzoVRWmfK1Y1B0QE67NriPTcBw3BLOwJ+kTE/7BgREBds+k4jEs7HHDwExRYdc/P8YsX+A+AMzkinhsn0uKRwbSQhYj+73Zdc2Hj1gomV37zL/DSAVPXj75xpf5fxdLTsV1XlTV0Jka3adQXkwMu/LDX1TJC0AfNgLE+UQut6F6X2vGFRYCJvIyT8CfaN2FURk7BqR4pvd9mbyUu+gBnRlMjMuqnkLYjalax0e1TRX4VGkWa/7Lt5wh1F0ZlJQXNhCdtDggHcygx9z5bAA/iSMmcdvyyQubFPrTcSzg4t+y8sJCRsN9KZ+QpRNBnxl48uL2zQ0dsdAU32ZxX8ojOTaKJUcgFYHykvKVl33HZ8XwE0dwlvnKi6g08UrQMo06w/aVitt+ere8nXyx5NfxefVJi9zfRBGGYRPWm89aCiAIOfBg/ogLT3a387CUbg7AL8x3sndu/4urM8LAivuxmjs/3R4mOCwsw9rcoSgIePcTB4V93f982M+zzUt3X+cdO/OK8GCKFjv2w1PZEDFh1xEjgIWSE1IsGTFZNtiFoV53gg+pKt75GRnoUiodQEBAl0WSF155CbcZn8n7CwvqlBdGblYP9cCyLF/BOT6T9+8ff8FGjgjwoVtArbwk47Z//bN9LulPC+ETdm/v88lLQAYYEWJjBAur+sqLV34BAC49Ywn+/nfPASCOQ6ZhIxWOm4SN/FTp8H7CD5im2UbhdkYhIUF50bWhsNH8g5HyUnmqtHphRvE7VZMXlm3EFY2TERU2qqZInc7lL4eNXlCQF/akxcJNbEDjVZV4zMJwX0q4v9nA6/fHG0iY/MxSHhd53gEgeIpkA/NMruBLwMPewMz6zPsReF+MbVu++rL7qILg9KawdCAN23IH1MOct4MnOCxstG9MfJLnyRSranpgXCY4QXr3yGAQTuPBQmZx2/IzpOQ2+WLJJ4PneKttq4yrzHuy1svYUpIgbyK++NRh7zthTwtLs329V5tnVNXG2z9rI2fS8Ptn+5KVByDIinmlRzoOT2VDISi2L+aFyhcVxMTb1/KF3VjkKQ/y/tj5GRns4tKOxX4zAjoymOYMsmIbdu3z6gxPOjL5or9vUXkJtsPCmYv7UuhOxrnQUtCGXfPs4WJBd8JXbNn1qlptmhGzY941oyIvgOhFAzzPGae8sHubPaiwtYS6kjH/nj5pyH2IYGOGKmwEcIkD+RK3tlH1K8MfjwgbseNkY4MybC+HjcqSF7XnBRCVF3kO8d83SYM2WKOvFdC6PWtHmKRKC8sDaC6wqHUrPBXGNlJexO2ozGB+IaWs/imk1/N+8ApE1H5V4FOldbFmNtBMzLpPdCwLgg1MAHzl4Gubn4PjOP4T6mquTdy2kYjZvokRCNKkGeSwEQuJ8dkJKU4tAoIJtzsZ8wkdU2d486aszqgyjnhikozbvv+B970ckgiOZbkTAF/p2CcmfQHBOTiRETwUvIGYEZz9UnXUg1x6N9uOTDpEguP+njJ5yRaK/m95zgkDyjasjwD8mjsqs+0hgzbh7WRD3hi2f9bm2HQutCoyO9azlvXDstywgrwcBmuzfIGemDASNDKQ9smC3G9feRlIK8M0bhvPzyIQnKBNthCsEXQCp6rwxIQRoO5kDAu6E0rPC7smGcFmfT46nfOvIZmYWJaFxb1MDcp4/Qk/kAx6qgeb4HPeUh2yz+O0JcG9m4zZWNiTFMYqdm/vH3OVSeY7OpW7p1d5xt+xmTyOT+cwPhusa8RDPQ5VPw2yisEq5UUeW03CRso2HJnQpUoDYukN7dpGJtlGFDaafzAyQ3EXg7wAY9AmgrxoDLsqo5eJ50XONlLWeVHcmFH7VYERlRwn18rmYDbQjM3msff4DIolt9T4kv6AhFx/+RlIxm388tkj2LLzsD+h8OoMe8JhhAAIV9aVK/6yGDmL0wNh5eWor86E27CqnZl80ZfhF3uTxSLPQ8MbBn11xpsEVKZdnuAkYrZfg4P3q/A1ZYZ6U0jELJQccaLjPThLB1xiMpkpCNkbbBJy2wSTJe/T4QnOyEBAlFRKUDJm+0X8Dk2KbaayBV9KZ4Ti0KSodLiVkbNem0EAatIRkBe3zSz3+8ttTlva508ocniFtTlhsMs/XzLp4CswlyMmIwNpX53jz0Wp5ARZbQOBqiKaXwv+tcKTIH47BzzSnk7YWNCd8K81/rj4kJFlWcrtMH8ZU0kW9iR9Hw673tm1zRvmhxjJ8VSVrEJ5Wdgteth0ysvrTwvuzcV9KViWhQQ3Vq1Y5F5r07kifvXcEfznI/thW8Dnrgj8ct3JuB86fOHIlF8rSk9eOAXYcHmAKMjrGvHbnY6onmsSNjJJlQZkYmJS56V82IgMu/MFFYaEjNKp5ZWnNYbdmCrFTs42UoaNxBtMpbz0K25MBlPDruB50RjlmOoxkyviGS87ZvViMdxz8uJeXHzqYgBu9dtiyUEiZvmmV9UxAcBF3nfk/rABlT0dLujWk5fxWbcNq0cDBAM6G+D9yTtu+79bsKBk0B8+2whAYMgVyItIcFgb3tPCF82zuRRxsU1ATHpTcX+gHR1XqDx9aSzqSSIRcycwfjLkCc7ivhRsy/V0iEpQQHCW9LtqUb7oCDWC2ITfm4pjxULXsFksOUKNkqPTLpmxLTf9lpEOfpKfzOR9ErRiYbc/UfGhI14JEtWQYDu5QhAOGxlI+2T5sKR08G1UxGQ6W/CJ09IBtcfk6HQO+aIDy2IkKBw2YgSoLxVHXzqhJB37uZCRZVmciTZow4eVgEAJHJvJhxZIZddxzLYCVcn7jWZznhlXVVDSI1kZ37Abpbx46q40ibNQHX/svPLSlYj75IrVH1qzcoFPWBmY/+z5w9PK5QEALnxdKCFXUPenGvSpKuzGxHWLVPuR1XDVcitxpeelyrCRVb6NEDYiz8s8gRUmGVFt9GGjGNdGIgeMvMgLM6pS7OT1LxREQ17bSB020pMXUyifeKSwET8A7PDqcfDhIAaWHslqT4wMdAmVetkx8QODrB5VEjZi0rCq8FWXRHDYU+bC7qRPuvziet4kMM0pD2xiYtvk03gPSQSHGXL3adQZAFjmKSL7uVCNHzZi22FtONPuIW47PAni/TN8f/iw3KiwL6ZOuOEwpmLwbRh5Ge5PIR6zA0IxzhMl9++hXreNKsOFEZC+VBw9qbhPOnhiwraTjNsY6Er4bXiCw7bJQhZBgcPwb5iM2xjsTmCJgpgwFbAvFUdvKs4ZbcPEZHGvq6apwka+WdfzJ6lI0EucWZdvc4gLm7FriRHyQc6rwoiYr6pwiwoy9XFsVq+8hMiLQnlZICkvLMtQHmMSMdt/r9vrB3/vxmzLP052z3cnw2MS88Y8d2jKv7/CnhdF2MhweYAoKMNGIcOuPmGCQbXcikmqNGBWPddkeQDHZB5rAbRuz9oRRtULK3N7h2KXGsOu8qKXWb2BYUxlXosKG5lCHDTUlS1jdrCCNZO8+QwhBkYGWFbLCYNdQhyd3ewb3nEOTl/ah3/7k3WhbcjKy5hCeQmqAovERFgvJcnIi0hw+ruC36zbV2fcJzDmpUgnbP+37fbVGXdfpZLje0zY5L5UMYHz5mAAfhXVAwp1xt8Oq37KEYrDnDrj7ivchldeAPj+Gd4bc5Dz17j7CodX/KwSr42clcK3Z58t9QlFWAlaMiBuh98XX/jMsgJSxpMFnky52TRhEsS2MzKQFpQOYV/jYn9UxIQ36+rbyMQkbKLlM3OA4NzO5ov+ZMm8FuwatSzLJ5NHvWtLrlQLBPWNZGKiIi+sDL9KTV3QIysv+oUQb//IhThjpB9f//1XABAn9bht+eoRIy9dCsLBxgo+rNqvCxtFJA5UA3WdF8lzqBikw56XcBv1woyKsJEJMTEKCZWPILQCap+VCD6ENSF0J91gbSO+TagWjPeZbNgtJzcC0XVeGKLWNqoFjBTli47/JKeKNQ90JTCZKQjeCRns6Y6ZDZf0p4RjZYRszcoFuOuTFyn7k/SVF/d3ZISCV1XSkvLCyAsvRaelujOsNP+AguCwNqpMCPYkyUJLE5m83zcmmbMS6HydC97PAsD3tKgUE5ng8KZdpiz4ZMHPXFKHqIK241L4KVBeAJc0PL5vQkNMUsJ2DipIkNhGJFOj0nZYvw5OhvfFyI+S4HiKD2sThIQUxIS1YeGeCQUxkciU6FUJzLpAcE4OK/ozIrVhJtp4zPavk4D8xtGTjGE6V8SRySx6U3H/PuuWwj2jExm/7o+KmPT7xnmpDbcddp9M+GGjsPLCwkbs3sr5FXbDY+NZywbw80+8zn8tZNhwSiC757sUi8yyBxI2dvSl4iFywIeNmEJVD/ISVeeFQV0ktLw6LoaN9NlGlaoqpLwQOJQ/6Q4n91W1eKNHkELLA5SpzAhE13lhUJEFtqp0LeBvZLaOh0rlYYPiEc47IoMNtGxy703HhacTk9ozYeVFlNgBledFQUwkz4uyjaSqMILDr0Qrr3jrp4MmYv7vJK+qzRefW9zrDu5M8eH9PnL209L+wGzLcFBSXkYU6syhSZFQqFKzD0ohKtUCfQdloqQgFIEaIm1HETZa4rcJm1/9+j2M4ChCS6OSgqNUXkLEJKyCMRIXkCCFOiP1mR3f4akg3DOVFa+PRT1J2BYEE61KMfGz9bzry195mQuxsOuDkY6gjT4kNKsICfnKi6eqZPwHEn3YKDDsVhamiVmWT9LYPa9ap43d02zsGFCotnyxTF8JapDyIm9XadgNeV6iDbvR5KWyuUVvbbDUf7cYiLzUE0b58QZub74Kr3yBaZQXZdhIuvBUYSM5bVGlhqQTtnFKtA78081ERp/ZxIgSC5lEkReG7mRcyAAyGYwYScsWyxt2mbys8rzI2UZ+2CjNqypiG0ZM+rsUbWSCw4ef2KranDoDuJcdC7f1JEV1plRycGxaVF7YNiczfLaRSlUBDmrCK0Aw2Y9OhAlOKPwUQUxUYSxfwenTExM5tKRSVULKi8Igq1Nn+DDNqNSGGW0PCv2RiAmX4iwTEzb5MzN2vuj418W0T0zc82Tblu8H80lHlq2qzBMTUTGJCgkFBEfRpitY6BEIrknBjCstoupX2OXDRrJht8K1hBhOHu4JKS3dKuXFu6ePRq307B1DJqJkQzWIKlLHoEyYCHle1OMsG3+jDLtmiy6aZMSW304rgMJG9YRJfjyvqmjd3hExR41hVxk2MmD1spSpUl4s78mHT/WtFHHbgm25pddZSqxq0GAD21RE9pNqIOtOxvHzT7wOMdtSriEiI+FtN+/Jx9GG3ShVRWwzMavwxWhCS3wWV0idiSBBrA0jH72puD/osTaM4EznCmAZyGxbjOAwdcY9fi9V3COBrK1awfEm8F4xXRbgDbseEfAJTthEG4R7PFNvhWEjn7z0pYS26vBTeYIT7CvcH+YRYSZl3kTrOA4sy/J/Kzb5M0KdK5QwkyuiJxX3fSisUnQybiOdsJHJlzCRyWOgO+GvlM7asG2OzwbVcNn55Yk8I7Ds+ppVEhNNSEihqvjbUbVhqorki0kJYaOgPtRsrsgtzGj2ILTl2kswPpvHyECXb9JnUHlemKLDjMoqIy4bc/hSQPVIle5RGIhDnheDjFCdahyzLTf7LtLzwhMTg2wjE3WGPC/zA5YJY6145WnpIvQuytDaRmVc6oAZwdHdyLWSF8uykIrH/IFQty92w7MJV0WmdE9hZ3iVYU3AtpsrljCbL/pPhQsUdV7kWjADXYo6LxF+li5JDVERHF8xYSTIm6T4+hHd0nYYeeEJju+LyYptkjHb72u3v8RC0T8+Jsez/bE2fC0Y2c/DnjZ5gnNcqpfD2vJZVEc8JYiZRxkh4KvVHpHIAlON+NWlGWliKojvH+HasG0yIjHUlxS+CwTng6kJfrYNt5bXlPd7svAAm7xzRdf4mU7E/N+KnaeuRMyfdKayBY+8iG0AN8suk8/650pWXgCmSM76vyO73gSCkxZ/6xnFdvolgsPaRIWNoghO0CasvPSm4ojblr9EQq5CgyxfeVfOLoryvLCxQ7Uf0/cqAf/wIG5X7KN6YcbynhcgUNF9xV2ZbVT+4dmkjUBYWlh5ad2etSHMWC0XlzQgOKaG3WpTpcOeFzVjVxVhqhSyiqIaNOQ2pmGjavuSK5R81SURs4QnPCaTV+N5USovsjqjCi1JISFVaIlNgGySEgmOp87kWZswCQqMv2IbywJ6vd9SbpMvlvwJKiA4LIwVENIpaX8qghNqk2ZtwtvpjyBKk97f7Pt9vloUbIdXp/j/J7ntTEshGBa6dGuBlITfgf2+vdw1x0gLIwJsHxbn1ZAJBR9mYL9DFDEJ2kjKSzK8HaaqRCkv47MSeUmESdCE7HlRGHbHZ/Sp0pZlCbVeavGYdKfEez7K88JgSlRqrfOiy8ZUpYTLMFmYkX/fivK8CHNLLXVeyLA7/1Bh2MhkVU9dqnSozkuVywOEwkaagaUu6dKhwUUv6/r9USkvIfJSecw6ydV5YQtOLuBqswB6z4vKjMsmdqaYDET6WcTwAr+daUkx6RNUFZEEqYiJr8742wkTnB6pDZt8e5PBE2QQWvLacP6YHp8IiGSqWHJ8IsOul56UgphkxX6zfU0piAk7ZkZQpgTSIRITti++r3IbRkxyHDGZkvbFkwb2fXk7ts0Tk4KwHf561JEOsU1C2UYMCYltfIKjICbsnE8rzLgyMcnkw+oMv0yH26YU6g+vvDiO4/+WMqlY2BOYdlkbk7CuDPkeV4aNQmUf1CFweWFI1WrRlaAnpR5/QoZdg4fHcuTFOFW6JsNue3heWrdn7QiTyoRGqWrBzaAlL5zyYlvq5dqNqjca3PAAQtUsq4EcJlIRJRPlJR0KG9WmvKgyjQDR8+I4TpAqHVGkLjrbyFNVlMqLewxhdUZh2M2KbfoUCs60pKr0KtSZoE0+1KZHIiZsYk4nbH/y6ZHUkGmugnBvWiQ4UxzBkdWHSHUmJSovU9kCZ35VqypuKKcobLPHJzgKYiKlHcdjtn9ep6Tj5w2yvRJZktOX+b/ZeVAZbft8NSjCjCuFe6YV4Z7AjCspL0IadFxoowwbdYvqjFyFFwhCbAWPsPqel1DVbIXyUhV5kcNGqrHD7EEsxe2/HmnS53qLlIb2U6dsI4A37EYpL+WJidHK023ieSHyUk8IBEJ3YRjUghHSqWXDrnQRozxbZ1Azf7Mb/n3rVqr7WgF4VSVuW8p+yze8WdiocuWFKU65Ysn3RQxKqZV8qvR0roiCF0zXhY0cx1GSjlDYKCIkJIdyjNqoQkJZcV98urushihDS5KpNwi/hH06/gTP+WvYueYJjuM4SoLDCMVMrohSyUGxFNQC6pXCTyUnUAKmpLARTxqmJVWpJ4KYyASH36avhmRFwiW08UgHa9MtkA5RMalWnZFVFd/UqwobRXpepKyliLBRyPMihVQZCRmfzXPLA4j3IkuXPj6dCwy71YSNjJQX8T1dFhH/EFWPTKMPXLhK+b5JnZdwaF/929j+uK9XXgRiYhA20oeEyPMy/2AkyXGqisHFE2qjUF7Kmbz816pVpQ3IAuCa52r1vSQNnnhC5MUgbKSTbSP7wikvbKLkJy8ASHsDW8kJsk0SMUsYSFlGQ7HkeOmunvLSHSYd+aKDfLEUpEorFJNMvoRSyQlIh0J5mc27k3wQEuIJRaCqOI4TCtGo2si+EP63mJH2pSJK2UIJhWJJqfKwNoWSg2yhFElwWJ/40BA7t93JmP9sMJnNC2Ef5j+J2VZATDKMLBVDxy8TE1nBATg1RArBmJCOXu56DMJdYl0VQXmRtjOTU6gzchtFAbpwqrTX55SiTUYOG6myjdzf0Pe8cBO9ZVlBxtFMjluYUbxfGbnK5IPzVQ/lxcTzotsPT1jqobzoVGl5/8rquV4WJoPup4nbBuSl0oQRhek3tG0iL/MEBosuiheDRtrjLqpwtlHY86Jb2bmaInVRN/Mvr3s9/vrtZ+M8jUxaDjzJ0K0nYqS8hJ7CaggbFYNBVf59+Cc0lnI70JUQQnQ8kZrNFSPDRgBb9Vhfw4W1CchCmOA4jlunQpmRxCkU2UJJ452JB9vJl9QkKBXsazZfDKkcfBvADWOwCVogQdxxTWcLIX8J4J5z9ttPZQvCQnZsorEsS/DhTCsIDt+/qWwBmXzJT8tXhWmmsgUUOCOySnlhYSrZ88L/PZURFZxuhRoiZxKJxETyvBioMzMKlSdk/FURnHRAcBzHCRmRgeDaZR6mwLAr3ou870WnvMQ5hbPSbCMeRsqL7KnTZE7y+1dlLZlguC+Fv3n72XjwU5dq28hjnMpzCMhLIaj7bBQ2MimSarI8gMHq1K0AIi91hOA70Vw8lsmFEaXO+MpLUGFXV9hInoyNUqUjBpbB7iTee8HKqs27/ISu20812UZVKS/eI447gbuDsyxn831ktUDkhd4SsSD8dWwm54eWeNKRjNn+01UmV1R6XtIJ21cWZnJF/+m5TxF+Ym1UxIRvM50tKA27QhtO6eiV2rD+CG24c5+Kx3wp3N1XuA2vhkxni0p1xrIsLuNI3R9+u3ybdMIWvAQ8MeEVHN734Rt7s3khU0ogQSmRBLH0W5UaMpUtIMelm6t8MZOZAvLcBN6jJCZ5FIrBmjs9SRXBybvbKYa3w3te+P50c+Q+8LzkkSsGx5WWQkLsvLp1bNz35fuOLZNxdCrH1W6SQyWBMZ71pxrDrlxHRZkqLW1Xp7zwY4q86rQpknEb//uClX6hRWWbmPxbaMZpaRFKFdjQ7ZMXVao0//CsVVXKz1GOQZtWwJz07Bvf+AZWr16NdDqNNWvW4Je//GVk+3vuuQdr1qxBOp3GSSedhJtuumkuulk7DAy7Qg2XGorU8Z4XrcmrqiJ15YlAtWScr4+iDxvJcWuFYVcaRKt5euIHMCbTyxUw3do0bjtGXuSF3iwrmJxZm7gthpYsyxJqtEwo/Cz8dmZyBaUvxua2O5MtKokJTxZEghNXbocnHf0SoeCVDtV2AN5EXFCGqACeLPAkSPwdA/9MsC+ZlLLXkxk1mRL3lQ+8LMmYQPB5QsHaJGKWcO3xSgdPgoQMIO8YeLWI7S/YTqCqzHAZV7w6w/eHhYMAMdwT+FkKwtpWXQoSNDGb9022chtGcPhrQz4uy7J8ks4X85PvO5M2jKgUik7VFXblYwA0FXZNlRdFIb1KYTIGmqRKAyJh0Y3l7MEz2vNi4rnkfjeD0NK8Nuz++Mc/xic/+Ul8+tOfxvbt2/G6170Ol112Gfbs2aNsv2vXLlx++eV43eteh+3bt+NTn/oUPv7xj2Pjxo2N7mrtMIkVCoy4fBtHDht5n9kVel4sS63QhMJGBtUmq00tFKvXqgmHyQ0vD2Sq6pblwD8VBROYniixCSyKTPHqjPwb8dth2+oPEYEw6dC2yReUvhiAyxTKFQxIR5EjHRKhSIUJjkw6fDUkVwzVbwnaBP1hv7W8kB2vqkxrCE4vV/VXFcbhX09xxyV7mfi6MiqzLr/vqWwh8KnIJIgzyDK/SyouKUGc54W1ScTEdF2+uBwjOHHbEq5RfnkARkzkNrypl9X5idvivvhzw6oVJ2LhqtT9EjFRtZGrYbPj58Eb42up85KM28KDlsrzEvbLlQ9N8w9UlcA2GANNso0AaeFFnfLivW26PACozkvt+MpXvoI//MM/xB/90R/hjDPOwI033ojly5fjm9/8prL9TTfdhBUrVuDGG2/EGWecgT/6oz/CBz/4QXz5y19udFdrR4WLXpmYqrRhI/Cp0uU9LwlNLNVkeYBQ98q2UEMIGxnEowFNqrT0nir+XQ4x2xLCIoA6C4IZENkkpwq9sbRNnToDBKSDX1NHJgv8EgGqxRvd7YTVEHl/YpuwnwXgM3yC0FJIxRBUlTJEKWuihhR8giOHhHpSYXLXKykvfNr1pIZ08LVefIIj7auPU2d8giMRYJ90ZAp6EiTsS2365hWcwF+ib8Mbg3kC3K9o0yW18beTDfojE/14zPaVIXYtqu4fdt2xa1pFFtj4Ms0Re5m0M8Izw2WZVRM2kvtZL8+LHAY2hckYGAob6VQVrp15qnSZsFEtK0Zz71vzlbzkcjls27YN69evF95fv3497rvvPuV37r///lD7N73pTdi6dSvy+erL088JTOS2Ch3hujovJmEj/n2dOhOqsGvwVFRt2Ei1bpAMk4yBeCxI0+xKxLRPK1GwrOCplT3tqgYXphCx8vCq35ENpKzkvMqDw8jL6HjW/458rGwCnc1FEROedJRTcApKUy+/r2lNaMk9jiDUNaXws/Btpnh1RrOdaUPSod0Xl5qtU0x4pUNHpnrTYdKhV3D0bXjPy7SfRRTTt9FuJxxaCh9XWJ2RCRcjHI4TrEOlUiXZNcWuRVWdJNbvI941rSILgclaXeMFCCZmPmRWbYYP/5vU4nnhVd/qw0blxxzbtoSHQxPlRV/2Qg4bhdsJZlyd58XA1EtF6gAcOXIExWIRS5YsEd5fsmQJRkdHld8ZHR1Vti8UCjhy5EiofTabxcTEhPCvWTBb28ggI8mOYNDyGhcovxIpoCc4USZVHUwkUxVEw65O0hXf15EppohUU+PF37Y3mARyvonyEj529lQ6GaHOsDajvjoTnjDYgHx0OusbIMPhHj60pFNVuJCQwtTrtlGFhNT74omJlgRF+FkEo61mX0H4iTfsymGjcGhJF34SwkZJdZtJTfYTvy/eFyOXqO9TtAnvKzDRqrKI+O3wJEhu02/QJp2I+dc0U1VU9wcjOexaVBGBmE9MmDFa1Ua8N5Tpy8zQXQ/lhTcVK8aP0Fim9bwE7zfS8wKI45nOsMuP0/rMUff/qGwj0c9iEjYyyIidr+SFQWapbBXWStqr3geADRs2YGBgwP+3fPnyOvS4ShicdEsIG+lijjzBKR82KsfWAX2aHq822Jb+6YDHZWcvBQAsG9A77VWoV7YREAxk8oRSCdi2fcNuhJ+FDdCq39r3s2T0bdgkwhYWlJ+s+TbMixDnzLcM/JpDej8Lp84o0pfdNpwaoiFBvfy+NCGYwF+j97z0CIRCHX7ilQ592Cis8kSHjdQqhqi8lAkJcV4VHTExCxsFmU3dmv5MZPLKOjDudtx9lZzgGlJd+4wUs2tIRUx6fVUlUAFlsEmUndMo5SWKvARho0C51I1X5cB+/1TcVj6wmSsv1YeNWDXd311zolF7fvzSpUHzZE5ViwvgFmaMJC+W8m8BFYaNqpbZ5wCVOx0rwNDQEGKxWEhlOXToUEhdYVi6dKmyfTwex6JFi0Ltr7/+elxzzTX+64mJieYRGJMUM17O01wYFneR6zwvJhV2RTlSI1kKhePMiMA7X3Eilg124cwKVnEGglLhgLnnJaUx3bHBtLuKGi8MsuFQFTZK+2EjT1VRDC5dMsFRnFdfxciwfSm8M96xsCfivnQ8RNj5EFXBV2fUmTvTEcZfvqqtLkuomycdZcJGUZ6X3gp8MdPZAgpeSm1UKIdNBCE/i0KdiSJB8tIA8namshHmYMFjolZDeF8Mb/zV7Yudr7CqYvsrNDNiorr2+9IJHJnK+deQSnnxVRXNvoBAzfWJiWo7MVmd0YeNWJtaFkFkREyXXSgrG/paUsH7lZKX7//hq7B9zxguPDk8F6n3Vf4B0kQh9z0vrERGmVRpE+VF10acx1qXvDRUeUkmk1izZg02bdokvL9p0yZceOGFyu+sW7cu1P7uu+/G2rVrkUiEL7RUKoX+/n7hX9NQ6aJXBgszhtQZn7wEMWSTInVaXwx3Q5lmAdi2hdecMoQFPZU59QcNwkamygt7yqtFeUnInhfFwMpIFpvkVCSwSwobRaozXhvVkyObRI55C0WqvAhskmcTmG2FJ0P2m8wI4R6NqTdCwenlt6Mz7PIKjo6YCKGlaI/JdLbIbUcdDnNNtGpFSangGKg8UWbcKUVBOL7NJKeYyP3hlwfwlw+I8Kowj4ms8liWxXlVPGKiuPZl/1WX4hryVZVsYPyVwcYLdi66VMSEERw/00ofNgruseonQ3ad6wz6oUUXDZSXwe7KxrC+dAIXnbrYSKEGxPFLW+fF4CEzMOyaLQ9QkxmXwkYurrnmGnzrW9/Cd77zHTz11FP40z/9U+zZswdXXXUVAFc5ed/73ue3v+qqq7B7925cc801eOqpp/Cd73wH3/72t3Httdc2uqs1w6wAXQQx8duUDxsZpUobGMF4BaCaFMZKwMeXdT+PLtVSBpvoa/K8xCXPi+L42YDMp7DKCFaELh82CkJL4f7IbVTjGNvXIc+Q2ZsKqzNs4js6ndN6Z/yQUIQvhk2yU7lChHeG99eEF3jk27jZRprMJq7WyZQfElIrFK4vRk2C/O2YEBODlOvJbMFfR0hWcHgfypSGmLA+85WV5e2kuDRglt0jEyW+TwcjzLhyBlB3RJZQVEhIVl6UoSVbJCYq5SUh+cqSNawlxH7bqOxCYdFFA3W32iJ1puAJlEmdFx23s43CRtzvYlD638SXqVVnWgANDRsBwJVXXomjR4/i85//PA4cOICzzz4bd955J1audBf6O3DggFDzZfXq1bjzzjvxp3/6p/j617+OZcuW4atf/Sre+c53NrqrtcPI81I+nmjxywPUEDYSUqUNqjvWY52PKPATX4YrxsWDJ1BRHhzf81JFjRd/X2xgjTTjirJ3lGE3mrwEEx2gCy0FE6auDXv6ZBOhakBkT+RsIrStMMljryczeUxpVAN+kcdKQkJRNVz0akiwHbaAn07lmcoWEbejiYkQNpK9KopsI51hdypT8H+fkOdF4Z0Jhai4Y9ARE8uy0JdO4Nh0zldVZDUNCO5V5lFSKSa2pJio1BnWRrVIpL8vmbxEtIky9cale6yWMYb1U7UfhmTcBlxuJxAZHrzqWW2qtCl4AqXzvMQFz4uujUmqtElIqDJfZrU1veYCDScvAPCRj3wEH/nIR5Sf3XrrraH3Lr74Yjz88MMN7lUDYJe/MCIziRTfDWcbud+v3POiUV64m6XRygvfB74CKA9eeo7qj+95qUF5SfjKS1G7P5mYqOLWMsGpNWwUKC8RJCiiDZtkWfgpFY+F1RlvAj08FZR/D5OF8hlJvqqSi6rhEpCOctuZzhX88vj6sFHev7ZlsmBSn4WvjGvSppypt1BycJSF+qQ2iZiNdMJGJl+KJCZsUmcrnKtIuWyiVW2HXZ5Rfha/TQQxCUJL4UUZ/Ta2TExUhl0WWqo9bGSitvL3sE554R+cVDWZ6glReSk/TuvC++FVpRXtDB6MhflEQ6baJWw0J+Rl/sDAsGvCjoUKuzrlhVvbyMjzonO6c56XGsx0lYIthicjZRCzBjjPSw3KC3syY2XLlZ4XieCoiAkbMNkxqdqw7fhZF4pzxiYR5i+JMv4yEhBpDmZESXF5yP4avo8MbLIem837hKIqz4vKsBsRWvLX/9GFjbJFxGNlfDEGRltRMVG34deZCi1XkIzDslyvClNVVOt+peIxZPKlSGJiSz6UKKMtO/dKP4ukhkSGe3KsPou+DZvoVcSejR1sSQOVqpKU7rFaHpAYMYxaDkT0vKjb8WNPtZlPphCyjUzCRsZF6lRhI56YlLckULYRwYdVYdhIV+fFivLFKOq8lHOoAxErmgox4rmLb85qwkYCeYmIj9dHeRF/E/XaT7bURm9czBb0xIS1YSER1SDll1Iv6Nv4/pqcXuXxw08G6ozfxgpLxGyyZpMuEJ7ozLKNeK+KOrTUx21HS5Q4YsKOOxTuURWX0xl2uf7IISF+u6xmiqy8uEXIbOQKPDEpTzpURQzZZRUQE0UbSzTIqjwmrA27FlWEPGZwLcbkazqiDVPuVMqCPGFXW+MFCPw7kWEjA8+LLmTdCPD3i7bWFr8wo4YsxH3yUlu2kdHDMykv8w+WSdjIhOBEFqkLe15qKlLHva+LETcCJp6XqPj4Qi/TaWGFGU/CvjRrtfCQfzflIG6xycA9J6paDewcRRETW9qOSlEL2pS87Yaa+INh1MTDUl9nIhQlmQQB4QcxfrFENonJExZPOli4UJ6A+EwitgaOrFAIqdIxS3hPbjMdERJixMBxAuVJbsMb2cdn1QQHCFStIJSjV1XYbx1VV4WdM9W1L5MO1T0dtHGE16o2UdeiyXZCq9Yrxo/Q8iM1KC8Le917fUFEYTkhDK4Zz3Qh60ZAzDbSKS+8OhMdNopFZRtxZMTSKO2OiZ+FyMs8hMnyADwx0Ul7AnnRpUpznhctW+eMYNpU6bnzvADAy4Z78eyhKbzZK3Qnw9Tz8sHXrsaCniSuXFt9TR+TRSDlAVk9YYhtVOfDnzAMnnbzBgSnEEFwgu1EtJFIkGogYxMPa6PqE/sN2UTIb5shxbVhBEcm3OwpOVcs+fVrQnU7vO3kiyX/N5KVINa/QsnREgF+10wBlJ/S+f5FEgpLPK+qyYdtiv1GqocNn5RGnDP2NXbuVedMvoaiCDDrc9Q1pHvtviffP4qQqmHhOBO87bwTMJUp4PKXj2jbmHheLjp1Me56YjRU+6gREMNG0aoKUD5sZEWEjcxUlfIZSaJhl8jL/ICgvJQPCWkJTlTMUbW2kY6tc5vRrqsxh9lGAPCjP74A979wFOvPVJMXkzoNALCkP42rLj65pr6EQ0L6CZxB+QQqtVFth73HUpejJoxsUT/JsS77JChiciqUoiYn9/+8yXaK+kVA/Um3FJAXebzjwwslj73I+2OviyUHJc1vxF4WSw6KftVt9b5YO/k9ebt+Gw1ZKDnRZEH+jaJIKTsfyn3Z8jkLNQnUuwgC7IeNDEgyO/YoBYch6poOXpcn/7U8IPWm4viTMve8yfhx5SuXY7A7gVesWFB1X0zBj6m6xXEF8lLGv2iebVSDGZeUl/kHnphYGuYrhpZ0bUyUl/KGXX4w0YeN5lZ5WdSbwlvPWab9PGZbfiVR2ZNSb4SUF2XYyER5kSbHiElF9x2+TUAown0OKS+q7YQkf4PtROyLV17kdv7EXNQrgTZHTBjpkLfDiEHJcf/x35P35XBtwsQk+DuvOTZ+u+UUrFLRifSGBL+1XsEyOWeh0GNEG58oRSkvUeRFPj8GbVTF00IER3HBVrNqfS1ICcqLenyN2VaketOo/ujGM/53K6e8RIWNhAJ0Bqp+u5OX1u1ZW4I32pZXVXSp0ibkxYJeyle9r0+VnlvlxQSMVDR6oJN9F6onI3lAVg3i4SfQ8upMlPLiaCZm/r0oxUQOCZl5Z6IUg0DlkCdn9rW8gTpTdBxt2Ijtq1RyAnVGo5i421GTDn67OuWJ326Ud8iSCIWa4LF9RSg4klqmPB92+fNh1MYSr6GofTEoCbmJmii1UYVd5feizLb1QNLA8zKXEA271Xte2HVlRZKXyorUmVXYbewDZC1o/tntIFjcDa67MCwj5luZYdekzotJRtJcKC8mYCSq0f2Ra1cosyUMni6rUV6UE4Zm0lfti02WUaGlKPIibydSCSqYh6jcPkltvNcsTKHqE9t9yXH8dqGIqaJNNaoK/51CVBhPDr8Z+ZRCTcKKiVIJc/83IaUBUVLsKxSyC7epxIQe2cZgOzJ50flQ6gU2ZlhWbTVl6oX6Lw/AwkbhbTmVqio6z4ttQHBaAK3bs3aEwHzLExPdBWYLN7w8E7AidXqDpP8+T140TyGWZfk3VauQF195qaGUuAnkVFNl2Ej63UwGcZPQUlQIwn8dQRaC16EmIcXAJNwRaRCNmOBNfDGyEsS/J39HUGc023EczjsUGTZSh04sy/LH/siQEDv+iNCSJRGKyLBRpAdJVnn0Co78HdW+dK/d7ZRvY0Jw5DaqhU3lCbvhygun2rZCdVhe/dH6DqvxvKiIh0HYyDKYf0xKfrQCWrdnbQjhZtEqL+XbRCsvTD6sbHkAnfLifubuw3RV6UaD9aMVwkby4GvkeTHI3ohSTHTfUb1X7VOzHO6JVmf0oRU5jKXav6UgOPJlzX6PEm/qjfhddcZnVRvVfGDk+akgRGdixjVJgZe/U3GbKq4P1TVttB3ZD2YSNmrwGMPGjFYJgQurSusUcgPPCzsfMcssbKRTTMRUaV0bXp1pjd9RhdbtWRui8pBQecNuiGGzsJFTWdgoqpJkvEWVl0YPQHK9DZWhzsSwa+J5CWfXhPtT1QRmQJRUk3dY+Qi3CSk4SuXB/b/AhYR0GUB8aEm3/1JEJhH/e+Q1HhP+98hHKkas3+V9QQVNiApQKCYRISH5O9Ft9PvyX0eQqah9mRBpIx+XQUhVJi9dybkJGzVatTWFWZ0X7iGzTGgpKlXaZGHGSgupUthovsBAebHt8qGlehl2+UEpqrIl+6wVDG7AHHpe5LCRss6LNBkoK5ZWHlqK8k/4ryMmy6h9hZ6aDUIHRn2OIEq8B6UaU6+fKs2FjaIIVsHP7tH3uWCQUmyiPOlCVKr9m4X6qvytTbKEqgg9Kol0FdeHiXLZaOUl0WLKC+/B0T9kBn3VZY6G1zZS/I68V8Uk28jA86It59ECaI0z3CEwYqwGVXgj2bGqwq7mgjdWXrzPGm2mMwW74RttuJNTKZXZRlU8gRqFe6r0GYRCS1U+fRt5IyKUj8q2U37SZ4SHExQjt+2nU0d4XoKU69Duqzv+aklHRB9136ualJoYw+VrSEXa63Tdy6GkRnteUnOk2pqChcCjHh4rSayISpU28bNUmm2kq9TbCmjdnrUhKpXktG1iERehr7xUuLZRBHmZv8qLQdioCsNutW1MJlRZ1VD7OaK/4+5f+o4y3FH5pGviw3D3X8VkbRCO4824uj6qtmVy/FH1cqL6WE0bEzJlQm6NfDEm6kzEGkkMJhV2Vesx1RPJORo7TOE/iEWMvzEDz4tZ2MhAeTEhJibL3LQAWrdnbQiTtY1E8lI+LqkvUhesz6Fb28hkeQAgGHRa5Wkl6Rt2G5xtZLA8gDzoVJtJVLc21Tyhm0y6BhO8iVdDTXDK79/keyZETb3t8sqPiWKkziQy2E4VIcOqvUxVKHxGqopiO6EK1QZrGzV68ddWM+wy8qLLNAIk5UVbLd19P8g2Ut3U5RdmNPFlCnMUKS/zBCZpaIKqor5QLTvOv5A/dP8Tso3U3eGvu0jZ0r/hW8PkNlfKi7xyr7pIXRXKS7WhnGp8MVX2p5pwT9RaOlH70pXeF16bKBYGxEC17bqRSaPfMdSkKoJTLwXHhACbXGfVLiEgt1EtSllPBGb/1hrLokLgwkOmZk5g75uGjWzdeG+UTk2G3XkH0a9r4uTWXDwcwQkt3sjIixMYdnWVG02VFzbotJrU2hphI3mALu8PUK0qXY0hcy5Jh1HqdpX9UYW6wqbe6n4zs+MPNTGsl1N+X1WpZUYhoXB/jIiiwXk1UeZMTOihOi+KDVmWJYSO5qzOS4uNZbox2v0s+B3Llb2wo8JGBsqLyeKN4tzVGr+jCq3bs3aESWVCro1uVWk76gKrwLBbqeelVaRWlpHQ6P6EK+waEJNqlZc5DC2ZKA8mqoYua0h4rxq1yGDydvcfvS/9tionPdX6YsLEzERRC29HVxsnqk21apXZukXia5PK0rqJl1cdGu15YeSo0fsxRcoPG+nHX/5hR7+EgNsmankAyyDbiH/f0s0JlkGbFkBrnOEOgRVVXE7RRlsB0siwy6dKqzdjEksFgBULu93/F3Vr28wl3rnmBKw7aRHedJZ65el6QR7g1LH/yts00rAbMmQqTqsRWZAvK9V2jCbL8v0xCptUGW5S3WbVeXXqcz6q3pfBOZPHCzOSHGpitC8j5SW0tpF6jInPofJy8amLceHJi3DlK1c0dD+mWL6gG5YVjLEq8OFqlWoLqJSX6irsGikvBm1aAbSqdB1hsiaEIMnplBeDInWWUKQumq1HtQGAL7/rXPzpb52KU4Z7tW3mEheePIQLTx5q+H74gTQRs5RkUh6QTUJC1RMTg4mnqrBReDv1Sqc2WY/JRHmoJCRUcqJVR/ktk7CR6vjl75n9RuF91cuIXU0F5mqvs5DyotyXTOzVYwyvaDa6zsuywS784EMXNHQflWD5wm5s/rNLMNSX0rYRxukyKnr0qtLlK+zy84n24VmYx1pXeSHyUkeI4R71SbdN3N5RscsKlBfTsFFXMtYyxGUuwde10fqG5IyKKlWVsHemPpNT1SqPiZ/EoD+h0FKdiJt2W7YVFHCBofpQbeaOkRm3cjJp8ltXu8SECSkLh0LD175Jn00q7AJAcg7DRq2IVUM9kZ+bLA8QrCqt97wIISFNpqbguYypp3/Ru9m6ysv8u5IaiQo9L1VV4VUpL2Uc6kB02Gi+gs98cDgPEY+qPC8mE3iVk3w126m2P9Wk5iqVB6Pjin6te9/MjFsvVaV8v6tVZ6ppoyZl0neMro/wvkLhUgPFUZfROJdho3YE/1vrHjKDVGnvoVVFKgQ/Sw0rRpPnZR6CHxQ0T/K20QVWqfKi21dQsCtKeZmv4AfSYklDXkJxfQNTb53UgOrNweJrE/OnyVpLRlkyBkRBbc4Vi8tpTehGxEx6XWV4xUSdqi5MU582JsZfo4wkIy9PdWZ2QLyHiLyEwf+O+ppd7vsxX3lR3UR8SKj88gBaa4PwfutShNbtWRvCrvTC0CkvsYjtKFKlowrj+hd9CxcbahZ4IlLQkZc6mXHDA314X9WkBps9oSvaGIQpqilZX21atrw/kzaq1+o21W5HfG1WV0W1r+jvKPtjsi8DwmWyYrQqZBr2s5goL+pzxi/5MB/DRuVgEt73lZeIVaUFVcUkbKRdW89AnWkBtG7P2hBG1XONPC9cLFJn2OWUF91ADwQ3Bikv0XDU3CU0ICuzjWRTb53CNCamzapL71eRSaSuMFv5vnRhTv6rusvVRMWpbt2i8HZMwmZmVXgrJ1xGJftV597kOgu1CTUx8l+FM/HU4xm/mjgpL2FU53mJDhvZ2mwjA+Wf1jaafxDz7NUXoWUQNhIGHINsoyhiwgYU8rxUB5MKu2YL1BnI+XUiAlUVqTOYvJVqkZHKIb7WZTDw/S6XdeFux+zYqvWzhFKTqwzjGZEOI8NudP+AMFkx2VfVyotM7DVjDMddIit9z1eYeF6CsJHhwow6KwH/+xutbdS6ZJOupDrCRHmxhcFXd4HxywPI5IUxcE55iUhnY7sj5aU6hNc2Kp+ZUXVp9zr5J8xqhkRv121jMsFH75tth2+nXc6CDxsZEBxdG/ltI6OxUqHQ71u3bTNfTLg/YSVM0aYaX4yyPzIhD+/LRMExqbAL6P1kBBdiSQvNde8bds2yjWxbk0hs4IuxyLA7DyGU/i+vvBgVsguZE7zPBM9LhPLiDSjkeakOZn6W+qRTV5Waa7Ads31VOxGWbyO/b1IRWsfH+ePVh59MyFsVv7WRn0exHQOiVM0K2mbLDFSr8sikvbprGtD7yQgu2G9ra5REIDhnVmS2kYGfpULPi/ZGbAHQjFZHCKqKNpMoXraNLVTY1XlezMJGbECJWhiMoIdRnZdY+UmuXinXRk/xVfhiqvWFmPpZYgbkRVRndMRE3V7YVxXHZqaEqfpTxb5MQoZGpt7y/THZjjpsZELaJeVFMxmWdIYyAoAg3Ba1/hF7+IwMGxl4XixuPNO1sYWHcAobzQuYrBtRadgoRHAU2UZRht0g24jISzUIVdg1GMRVsX+zonCVP+lXu9KxiZ/DLBwmbze8L/l93RjNb98kVVp3TZuEsupGcOqkcpn4gqoKG5lktRm0US5IKhN7zQNSoVhSvk9wwX7bqDGaXUN2RKq0QF402UYw8MWYKDitgNbtWRvCKNvIxFQVtUaFqs5LpOeFsXoiL9WgmmJdJmX0jcICJkbTKsML1Rh2VRNq2M+ik7050mESWtISk8oIju6yr2ZVa3Umkfxa/RsJbar1s1RxXqu9zqpRXnTkhTwv0WC/bSR58a6ZaM9LeVWfn6O06gzfhlKl5wfM1jYySFXjWbOGvEBY2yhCeTGQJAl6VKW8mMjwyifr6O+Yb6dyglNt+q78fi2eF76bukvaJBxv5K8JkY7o7QDVh/GMln0wIiZS/0yUIIPrQ73YaPk2oTovmjGmSGGjSLAxJpq8SHYBxcOxOLdoSv/zBMdkeZoWnjca2rPjx4/jve99LwYGBjAwMID3vve9GBsbi/zOBz7wAe9pLvh3wQWts9BWFMSLp3yqmjZsFFULhgsbsXEp+qL3bgzyvFQFy7KkIlKKbKOqpPrqCEU1T83qsFH0d1Tf06vM5RUTE6+KUaq0QdjIrD9VqFx1IzgGbUzUGaPt1Im4GmzHJFWaEIZJLS42bUR7XgyUS962UMsSAi2Ahi7M+J73vAcvvfQS7rrrLgDAH//xH+O9730v/vM//zPye29+85txyy23+K+TyWQju1k3WOAuDCNWq/75TTwvcIqIWRYKjmMUK6WwUfWI2ZYvfddLeTHL3gj3JcRlq844KT+BsZAQe3CuTTExIB0Wf/80WsERP6g2JGSyHbOU88YQCiXBCRVeVPlZDMidbcG2gnUyTYrUEcJgv1uUd5Gdezuyzkswb9i6RRcrDC21suelYeTlqaeewl133YUHHngAr371qwEA//zP/4x169Zh586dOO2007TfTaVSWLp0aaO61jCYyG3iEgKawTcWEVpi33FK/gq7UeTlktMWYyKTxxkj/WV6T9AhYVvIsb8NPC9Gpf+rfUIPTWDhfRml+Bp4Z1i7gsdejEy0NYSWBMOuicpjQHBMqvma+HR0+zMiikbqTOXbqVfKtUnWkr54mo2cZ8jVKi8UNYrESYt7sHxhFy5YvUjbJi6HjRTEw4qZhI14z4tOnSm/zE0roGHk5f7778fAwIBPXADgggsuwMDAAO67775I8rJlyxYMDw9jcHAQF198Mb7whS9geHhY2TabzSKbzfqvJyYm6ncQFUKU2wzS0LQVdssbduE4/iAUZdj99FvOxKcuP0NLlAjl4WZVFAHolBe56JdCeamX2bKa0IHySR9Sm1AT7rt61Unevj4N2qRN8HctSwiYEBwxs0m9HaMKu0ahpejX6u0YEBMDX0y9zLiRBK+o/g7BDD2pOO7989dHjtFsSDFPla4iGcT/LqeAtrDy0rCejY6OKgnH8PAwRkdHtd+77LLL8K//+q/4xS9+gX/4h3/AQw89hDe84Q0CQeGxYcMG31MzMDCA5cuX1+0YKoVIOjRhoyhVxUOMl/xkBs1IkVPyB5QouRHQKzwEM/Bqi7rCrvjajJiE91OVD6PKJ33LskT1QUcWuH4akQVt9Vz1NnX9rJvxt4YQlQkxMQr3GKhuZkRJ3m64P/Wq9mySKu2+b/n/0zhTPcr9duFU6ehsI13YCEbqTHsoLxX37IYbbggZauV/W7duBaA+IY7jRJ6oK6+8Em95y1tw9tln44orrsDPf/5zPPPMM7jjjjuU7a+//nqMj4/7//bu3VvpIdUNovKimwzKXxiC50Xejq+8lPzBlJ54qsf//b3zAQA3XHGmtg0/cOsmMP4c1M20aUKCjFSV8uqDyQRu5jEpv69aUqWFkFBEqEvVNx788ZoQN8tS/0YmSodJBlA1qeuNvIZCbTQhIfZ+1Npp//ju8wAAf/32s7VtCNFgv69lRZEXbpzS1HmxBXVGo4Dy3k3dAo8tgIrDRldffTXe/e53R7ZZtWoVHn30URw8eDD02eHDh7FkyRLj/Y2MjGDlypV49tlnlZ+nUimkUinj7TUSgtFJm0lUXp0R2sgMmiMvpsoLQY8rzl2GS88YRndSfyvEDJ4umf+Iby98LqszVSomoRBEhKpSctTf4dsFISF1GyOyUKFiol06QyBBmv40IFXahOCYkDJdu+qyjQzUGSNPVHWEy4TgALzyon8Oftt5J+C3zlwSeY8RosGumaiwkcmDsThHaYiJsJ1Kezp3qPhqGhoawtDQUNl269atw/j4OB588EG86lWvAgD85je/wfj4OC688ELj/R09ehR79+7FyMhIpV2dcwgFfbT6eWVhI73nJSAvUZ4XQnmUG1RN6jDEOVOvLkxTLmvJbEFFmZjoJ9VSMdqrUnHasYmfRbsdsW/l+lNLhV0h1GXi0zH5fQyO3d1u9L7k/gXb0e/bf8+A4Jj5YmSPlgF5KUNcy61aT8SlNvgPqoael5g226j8/GOyzE0roGEBrTPOOANvfvOb8aEPfQgPPPAAHnjgAXzoQx/CW9/6VsGse/rpp+P2228HAExNTeHaa6/F/fffjxdffBFbtmzBFVdcgaGhIfzO7/xOo7paPwhObh0xKZ+RZEVtRwgbBYoAoXFgZdBN1pCS/xbaVKpiGLQxWqHZYDv61GTu7xrCNHbFbQyIkpEvRrMvI7WI3696O/yx60JLRp6oKszB1WYSVbOdqGwj/n9CYxCQF33YKLLEhuJ9WzN4CAsDd5LnpRL867/+K17+8pdj/fr1WL9+Pc455xz8y7/8i9Bm586dGB8fB+BO7I899hje9ra34dRTT8X73/9+nHrqqbj//vvR19fXyK7WBUK4xyRsFLHoVcHxUuMMlBcKGzUWJutD8YO7bqA38X2IBEe9r0pXaNaHRdT7rXQ7JsZfcZI3UHmMTL26/pT/nYU+G6hO+kwrbjsNDi1VU6ROrfBFfwcQPS6WVZ4A08KvjYWvskesKm2ytpHZ4sHli622Ahqq5S1cuBDf//73I9s4XOnorq4u/Nd//Vcju9RQ2AYn3Ta4wACgBBtAKTzSMPJS4sJGRF4aigRTXnRsAqIUb6J0RIZXvNRTI/OribG1JoJjQAQMFBwTomRCBAQlqIb+VEqCTPZlohbJ39G2UWwqvDxAdH90fTIy7HLvRSmOvueFyEtDYZZtxIeNdOSFy0gyqbA7H8NG8xEmKWampZdLYKqKbNj1BgmnhKX9aQDAkr50Nd0lGMKEJPITi26wN3naN/J0VJoBZBLuMWhjUvVWx+9MCtCZhLHMwkbqbVa6nYrDYbrjMsqQkl6rFJN6GXaNTL3lfx+A1k6bKyzqTSFuW4hFZBvxD8M6YsIrNrpFF23hQax1zyu5qOoJfqDXmqHMFr0qgZWM1oeNvvG/X4H9YxmsWNRdXX8JRkj4A3TUEyifTq1uxys3Jk/yRuqDicpjQARM1BkjYmLkQzHoT50IV22qCv+3we+j/Q35/ar7IxI3nXemPOkIhYTKhJ9szb74bUd7vcr7wQi1Y2FPEv9x9WvQc6sN5FA220hX58UWBw9lGzFqQORlXsAkDZp3gYdUFQ6MvECW/9gF6pQw3JfGMKkuDQcjJtHKS2WKid4AaTA5G02YBkTAYHLmN29SGdcou8coJKRsYlQ0z0xV4f6uIfRm9vuYEKXKzqmO4MgGYtX5KFeTSN6OidcrKqRKqA/OWjYAOBGp0oLyUr6GmC4jycT+0Apo3Z61IQS5TZtnz6szEcqLVV55IcwNmDSeiBigjSYEk3RhAxXDRA2pPCxi0B8jpaO8imEyYZqFqKpXpmxpki/fpgYlqEJiW9OaTUbKnRmZYh9Fe73YvUHKy5wggrzwCSDaVGmrPMGx2iRs1Lo9a0OIISG9GarkuDd6lOeliPLZRoS5ASMttSovJqElE/+IWRG2SgmOyb7Kt9HNYZVvx4R0mBBAzb7qRBLNjkvdXtiXiXfGxPBdIZmKDAl52zJSXihsNDdw9NlGTFUpOZZ+eRrhYmzvVaVbt2dtCJMVOwHOjKtbfwKA4xt2ibw0GzGDAdpkQjBSHyqcVOvVppZU4EpXejbzmCibmIWW6mbqVW9T2E7FqoqySeVeJ812Kg0pRo1TlVz3ZNidIzheKmJE2KgE/fmyBduCQUYsZRvNDwghoYgaLiVfVdH//IfjI8g5MSxYulLaCZGXuYZJhV0TssAP8LWU4zdqI3hDqic4JkqHWZimfH8qrV9TC5mS/SPKNhWSIBMlqKZQlwkxqfD6MSEmRtlGFDaaG0SEjQYWLcWU04VRW7/8jm2UTs0pLxFEqNkgw24dIRqdosiLRlXhMHL1z3Fk7AiWDZ8gfuCTFyf8JUJDEDfIqDApUmcUPqjTk7MJwTFRFsyMv+WVhcq3o+tzvVSVCkmQSRp0nUiZWWjJhLQqmxidC/6zKGLiZxuRYXdu4JOX8NzR1dOHQ398P3pTXdqvWyaqimFGbLNB5KWOMHVpmygv/YOL0D+4KPwBG8CcIpDPVNdRQkVIWzmkkEPaymt/87SVR8pb3cguZv1Cc7o2sVIWyIdvP6GNk1Puj2+TKGnaIGgTL2XLtklC3SbFtUk46jZJrk0K6v4khe2Ub5OC+rdOOVwbS72dlJMr2x+xjXpfCa5NF+LqNuDaWDFlmzi3nbRlqduU+O2g7Ha6LEeznWzZNrFi8Bumoe6P+/08csgjbSX01713zro0vyGhnuAeWDV+yeETVkduodKFgVvZsGs5Tmc9wk9MTGBgYADj4+Po7++f0307pRKszy8AAIx+cCuWrniZst3055agx8pg7//+FZaf8vLKdnL8ReAfz62xpwQCgUBoW1y3C+heWPHXxo6MYvBr7tqC+U8dQiKZCrWZnhxDzz+4doWxq3dicGhpbX2tAJXM36S81BGWAasFgCcWXoqByedw0opTK99J3zJg6DTgyM5qukggEAiEdsbIeUB6sKqvDiwcxmOpV6AQ78b5CuICmNsfmg0iL3VG0XFLOEelQb/qEz+ofgfxJPCRB4D8dPXbIFSEL9zxJH7w4F5cePIi/PP71irbfOh7W3Hf80fRlYxh66ffqGzz7n+6H4/tnwAAbLn2EizuCw8ev/ONX+OZg1MAgB9+6AKcc+JAZJuv/d75eP3pw5Ft/vptZ+Mdrzgh1OZd/3Qfntw/CQD48/Wn4QOvWRXu880P4LF94wCAP77oJHzi0rCa+L7vPIhtu48DAN7zquX49FvODLVhvw8A/Pa5y7DhHWHF8aM/2I4tOw8BAN54xhL847vPC7X58588ijsfOwAAeM0pQ7j5vWtCbT77H09g48MvAQBesWIQ//KHrw61+dJdT+N79+8GAJy9rB8//pN1oTb/9xfP4aZ7ngcAnDLcg//46GtDbb5734v4u/9yHyRWLurGnR9/XajNbdv34TM/fRwAsGywC5v+9KJQm/956iA+/qMdAICl/Wn8z59dHGrz8J7jeO+3HwTgLgnyi2vDbXYfncHlX/1l5HayhSJe8df/DQBYvrAbd30i3GcAeOM/3IMDExmctawf/6b4fQDgz/79Edz1+Cje8vIR/N3vnqNsQ6gzEj1Ve1Es28bLr99ctk3wggy78waPd78KPbkjWCUbbesJ2wZSrb/KdqeglOzDNLqQj/dof/dcrAfTmIFtxfVt4j2YRh4AYKX7gFSYvLjbcQ0zVqpPua2sHbSBpg2/nVKyV93G7sE0CgCAQkJ9bPl4D6Y9f0QxodlOrBvTyHjb0bVxfx8AKGh+x0K8G9Po8vbbre5PLGiTi2naxHu4Nrp9BW0ymjalRK/fJmur2xSFNur+8NvR9dlJzgT9sbvU11CqEOwrpm5jp2NltxOLl8r2BwAysW5Mw0JW8/sAQNH7HXXXBqH9kEp14YnkuYg5eZzav6DZ3dGCyEudcc6f3wWgtYv7ECpD3GhtIy+dOjIzo3xmStwkw8Wk6m2FVXiNUngNslfqlZZdWxl99Tb121E2MUzvLt/GpD9G2VgGhez449JlCZlch4BZATqWbUQVdjsHlm3jzL/Y4v/dqiDyUme08skmVIdEBWsbRU0GJtVPjYqe1akEfKWEwmRf9apjUlvdmcpqndRSgK7y0v/KJpXvy6TOS0S6uWW51RairmnWJ7O1jYi8dBLaYR5r/R4SCE1GUIgrYm0jg0J2/ACve5o1mXz4eUJfZZb/u4a6IRW2MVknyKQyrtmCgeW3Y1SArgbSYdWJTMkLKqr3xW3TpM6LiVJoQkwMrmmqsEuYa9AVRyCUQSXyeeSTrFFl3MpCQrUsBshPhkYF8WoInVSqzmhJkElIqMJCdkYEsIbwXKW/YS3nwoT88t83uV5pbSNCK4LIC4FQBumEmy6YipdfVdpkoAdqm3wqD4uo+1P5Aoblt6OvVqvum7AdA9JRrwq7lS4hUAvpMCJ3FXpe6rVukYlSGEVM2L3RlWzdlFpCZ4I8LwRCGbz1nGV45uAk3rdulbaNyVNqpSXy53TxRgM1xKTUvklISB8WMZicDcI9RqTMaPmEyohkTWEjE6Jkcr4MlCAgOJ4odcZkVel3rV2OY9M5vPMVJ+p3RiA0AEReCIQyWDqQxt/9bnRVYxPlpVLjZi0hoUonZxM1RLvwYIX+EaMsoRpWla5UndEfF99G15/6qGBiiErdxsTvYxw28nZYqzpzynAv/v5dVPGbMPegsBGBUAewFOnI1FOvjW2ZTZhR2SIMZuEeg32ZpFNr98X9XZPKU5n60PBU6YpVMPV2Kl5Is4bMr0rDRiarSpMZl9CKoKuSQKgDKlFeoiYDcfLRtBHUh/LExCy8YqKG1KLyqNsL2zHymNQnTGNm6i3fptLjqmml8ErPRVRIyOB6NWlDIDQLRF4IhDqgkskg6kG20qfrWmqCmIVXKiUUyiaSGVfdxiQkVGnxvbqlStfiVTEhOJWe91qVF4upgLWpMwRCs0DkhUCoA8zSqc1DS4DhRFeDiTZmsJ16FU+rWA2pQcExy1rit6NsIoWfNG1MzLjCcam3Y1RU0IhwBX+bhYSi2pRP/ycQmgUiLwRCHWBkgLTKt6nX0369snJMFJNKQycm4Z7awkbB37VkdZlkG1lGhKsyAmhS+r9c9dyoffH7iL5ey2+HQGgWiLwQCHVAJdVIa02nrrj2Si0+lEqVDgNFoBZ1xqjCrkCUNG0qzKLStqnUsFsD4TL5fQDDkJDvvyLlhdCeIPJCINQBbKCPmjD8WjAGk0pUu0rDPbUsBlipidZsAte1Cf7Wkw71fnX9MSkcZ1JYT78UQfntVJr9VAtJ5D8zWbcoOiPJ/Z88L4RWBJEXAqEOMMk2ihlMGGKdl+jtAKaKiWZfFYZpavHFVLpGkp5QmJAy9Tb121E2qTh1W6fOVOo/0u+L75t6O/y2TJQXs4wkmiYIrQe6KgmEOqCSbKNIqd5INag0vFI9oTBZMJD/qn4CV+9X2E7FKk99iFK9tmNUOK4GD46JMZpvF1lhtwLDLq0YTWhFEHkhEOoAI+XF4InYLLsHZdtUrlDo+lN+X0YpvHVKlTZpU7HSUS9jdA2Ey8x/ZBg28j6qVQUkwy6hlUHkhUCoAyqpWBo9qbj/W5ZZVo6OB1U6qZqoPLV4XuoWWjIhdwZEwCRVWvSzlG9jVFzOyH+k21dlyotJDZfo7dhl2xAIzUJDycsXvvAFXHjhheju7sbg4KDRdxzHwQ033IBly5ahq6sLl1xyCZ544olGdpNAqBkVTRgG6ozJujRR7YzIgl2eLJj5ayoLrzQ8VbrSEEwtoSUT1cmIcNWnz/xnJtWeYxEhIUaiSHkhtCIaSl5yuRze9a534cMf/rDxd/7u7/4OX/nKV/C1r30NDz30EJYuXYrf+q3fwuTkZAN7SiDUhpGBtPC/CgHB0W+nknox/DZD2+FVAwMvRm2ZROr22v5oVYxKJ/ny29H7dCokU0YEp/y+TGrBmNSvMakVZOSLiWgzMtDl/a+/pgmEZqGhq0r/1V/9FQDg1ltvNWrvOA5uvPFGfPrTn8Y73vEOAMB3v/tdLFmyBD/4wQ/wJ3/yJ43qKoFQE9afuRT/ftU6nLWsX9umXsqLSQl4vo1ZMTf1viqtjKslSkZ9Dv7WHX6l3hAjZcpAMTEibjUQHNPlHGwLKDl6Ashvy4QAR12LH77kZFx48iKsWblAvzMCoUloKc/Lrl27MDo6ivXr1/vvpVIpXHzxxbjvvvua2DMCIRq2beGVqxaiO6l/HggmjIiFGQ0K2VWc4lxDmq9tQhYMQksm6yiZVLSt32KS6r/F/qj3K7YxORfcdgyMvybn3kR5qdV/lU7E8OqTFiEelbZEIDQJDVVeKsXo6CgAYMmSJcL7S5Yswe7du5XfyWazyGaz/uuJiYnGdZBAqAFB8TB9myAjKaINnwFUL5+FCVkwIgLl92ViWq0tc6fC7dSgXtXrN7QMQm/+90uOmWG3RvJCILQyKqbUN9xwg7d+hv7f1q1ba+qUPFA4jqMdPDZs2ICBgQH/3/Lly2vaN4HQKPjp1DWaek0K2fFf1/o+KlZM1Nsx885w7Wvps4FiUrEPpV7ZWEaLLqrbmKSS8+2MDLsGpm8iL4R2RcXKy9VXX413v/vdkW1WrVpVVWeWLl0KwFVgRkZG/PcPHToUUmMYrr/+elxzzTX+64mJCSIwhJaEUYVdk8mpUk+HUWqyZl8GKo8Jwal0YcbaMqTU2xT3xbfXHZe6vdgfg33VKfuJ/6zmOi+sTQTBIRBaGRWTl6GhIQwNDTWiL1i9ejWWLl2KTZs24fzzzwfgZizdc889+NKXvqT8TiqVQiqVakh/CIR6opIsEJOUa/lvoY1ROEO9TR4Vr3JdS9pxI9oYhYSUTZpXyM6AmESHFc2voah9EQitjIY6sfbs2YMdO3Zgz549KBaL2LFjB3bs2IGpqSm/zemnn47bb78dgPtE9slPfhJ/+7d/i9tvvx2PP/44PvCBD6C7uxvvec97GtlVAqHhYGXWa/UiGK2IXKHSURtZULcX+6P+W7udOqVKm4SNallHySwbS91e18Yo3BPVxlfvtE2MTL0EQiujoYbdz372s/jud7/rv2ZqyubNm3HJJZcAAHbu3Inx8XG/zXXXXYfZ2Vl85CMfwfHjx/HqV78ad999N/r6+hrZVQKh4TCZMPxsEqPJSd/GMppUDVQD24AsmLSp2LCr3o5lRATmkpgYbKfCsJGJ58WEAEe1iRtktREIrYyGkpdbb721bI0Xx3GE15Zl4YYbbsANN9zQuI4RCE1AJcsDGLWJCgtUmgWjVSiCv82WK1C3qTRVuqYKuwYKjpnxl+9b+Ta1mIPdZAfAccqEjSoxfRsQ4CiSTCC0MiiBn0CYI5h4EYJJRb+doApv1L6Cvy2DMI2JQdaoRom2Db9fA5XHqI2yidmilBX6WeqVkh55Xk08URWoblFtmPpHYSNCu6Kl6rwQCJ2MdSctwlnL+vG285Zp21RUHdXAGxHVrtLQSU0rIhuFltTb1O7LKJSj2059jt1sraXg73JZZEU4NWcbMVIXRZIvf/kIdh6cwkWnLta2IRBaGUReCIQ5wvKF3bjj46+LbGO22q+5gsO3D23HRH0Q2kT3J6pNpaElM2+Iro16v2J/1NsU25T/fSr2+0SGhAAU9b8PEJC3WmsFrT9rKdaftVT7OYHQ6qCwEYHQQqgk28h08cZajK2VGmRr2VflC0WWJ0G1pEqLNVw0bSoMhxmFjSLDgeXPvYmhm0BodxB5IRBaCMHyALU9WdsGE6ZJGxNPh1k2Dd9e1x/1NoU2BqnSJh4To3WU6kS4+LeN/Cy1tjG4PgiEdgeRFwKhhWBStt037EZOctzf2pBQeJuhNhVmJJmQBbO6M+X3VUulXpPwk4mCYxTqMg4bGagq/vWhbWIUeiQQ2h1EXgiEFoJRHQ+D8AL7vmVFGUlNwkYGHpMK2xitE1RTm+DvWtKpzfw1lalX0T6l8m1Mrg+TsCKB0O4g8kIgtBCCp+aoNu7/ZinX5dtEtauXD8VkDaBKyYJR0bw6qTxGbWpQZ/jPotOg2X4NtkPchdDBIPJCILQQTMJGlgExqSRryd2vpj8G4ad6LQJpFn5Sb1O7Ly3pqKzPRgtF1ilDrNbzSoZdwnwAkRcCoYVw8uIeWBZwyrB+OQyTQmVBeEG/L5NMGZNVnE3qs1SaJdTwVGm+iJ/BsWvXkDIIh7n9EP9XbqsCP0tUSOjUJb0AgJOHe/UbIhDaHFTnhUBoIZy1bAAPfuqNWNST1LapV3ih8rV7ovtjuh2zSrTVh6iMUqVNjksgJuo2Yv0adZugXXQBuorWtYrY15+/6TR84DWrMNyX1jciENocRF4IhBbD4r5U5OdBtpG+TcVhIwMVoyZTr0nNFINUaTFspN5OvVKlTfwsxtVzTcJGBl4mM+JqEXEhdDwobEQgtBkqqQVjkpXi/l2+jUnopF6LLhoRk1pUHgPiVq+Vp/l2kYTTIBzoh5/Iz0KY5yDyQiC0GUxWnq5kgceobZmFltR/86hf1pIJUeL/rkFVqTAbK6qsP9tFrZWTTRZvJBDmA4i8EAhthoq8EQamXiBCVTEpUmekYoT7Fr0vEzKl7o/JatCVpkrr9sVv3mShTKMidQbhQFJeCPMdRF4IhDaDie/BrBaMuL2oNkBtYRqTVGkTP4tZAbrKCJdJGnTUYpJGmUQmoT4DVYWq5xIILoi8EAhthnOXD2L1UA/efLZ+VWAjdaaCmiFR24oJacfVb6dSr4p2vSGDNGgT1clkMUm+nVFZ/4jt+BliEdtZf+YSLF/YhbWrFmjbEAjzAZRtRCC0GYZ6U9h87SWRbYzUGW+2LJ/iK7aXUWl9FpM2ZqpK9f0RQkImRuRySzGUHCOVK3LZBwOC8951q/Dedav0nSEQ5glIeSEQOhCBxyKqjfu/SYovoCc5la6sbBISMquwq9tO+bCRZdRGvc3w/tz/I4vLmWQbGRBOAoHggsgLgdCBqMTUaxJaAkwL2RmoGHUKGxkVoKtlOwYGYn5/UW0YWTJZ9oHsLARCeRB5IRA6EJWYPyPTqQ3UB9uoAF1l5KW2Crvq9uJ2TNqUJ1N8u1rXNmJVc0l5IRDKg8gLgdCB6Eq6t3Y6EdO2qTSd2iRMY+QxqaVwXL1SpU1SwA1CVPy2aq2w25V0z1VXxDkjEAguyLBLIHQgzlu+AB97wyl41eqF2jYmigEfyjCpBWNitNXtTlBMDFaerilV2iC0ZFkWLAtwHDPPSxTBYV+P8sVc81un4uUnHMJrThnSNyIQCACIvBAIHYmYbeHP1p9Wtg1QewaMiapSaS0Ys+Jy5cNYtSxpwNoVnOhMIrOQUPk2a1YuxJqVerJJIBACUNiIQJinMFEMTFJ8K1152qTCronKY0JwdESJ/6pJDZd6rQYd1YZAIJiDyAuBME9hVKTOyNRbmYlWX8hO/Xfl26mUTKnbAIGKY1ILJ5LgUBo0gVBXEHkhEOYphnpS7v99KW0bk4UAK1VValFMjIrdGfhZTDwvfDsTM24UwRnqTXr/639rAoFgDvK8EAjzFCsWdeMHH3o1li/o1rYxq2HCta+hFkzdUqUNFoE0SZUGKjv+KILz9797LnYenMTZJ/Rr2xAIBHMQeSEQ5jEuPDk6s4WFTUxMvUBt2T0mheOMUqUNjL98JlFUBhD7uolhN0qdWjqQxtKBtH5HBAKhIlDYiEAgaBEYTcu3iUqnrl/pf759eYJj4lXRbQcwK9lvsh0CgVBfEHkhEAhaLO5LIW5bGBno0rappMKs/LdqO1HbqleFXcCsCrEJeRvxFJURUlYIhDkDhY0IBIIWQ70p3PmJ12FBd1Lbxl+Y0IAEyH/zMKqwa2D8NSFKgFlIKFjgUt/m6+95BfaPz2LVUI+2DYFAqC8aqrx84QtfwIUXXoju7m4MDg4afecDH/iAF48O/l1wwQWN7CaBQIjAqUv6sDgiI8kk28ZkbaPKw0a6NmZp0EGRPn0b24DgLOhJ4qxlA/qNEAiEuqOh5CWXy+Fd73oXPvzhD1f0vTe/+c04cOCA/+/OO+9sUA8JBEKtGOhKIG5bkWnAJp4XwWhbQ6q0sK8ai8st8tLJF/XolScCgTD3aGjY6K/+6q8AALfeemtF30ulUli6dGkDekQgEOqNwe4kfvChCzDYndC2qdTPYrZuUflMIpMU56g23/j9V+Cl47NYvlCfTk4gEOYeLel52bJlC4aHhzE4OIiLL74YX/jCFzA8PKxsm81mkc1m/dcTExNz1U0CgeAhagFIAEjFXZE3GbP1adAGqopJaAkI1iSK8uF0JWKYzBSQTugF6FVDPeRlIRBaEC1HXi677DK8613vwsqVK7Fr1y585jOfwRve8AZs27YNqVRYlt6wYYOv8BAIhNbEYHcSn778DPSl9UNOpaGl8iEhJ9KH85m3nonnD09hBakqBELboWLycsMNN5QlCw899BDWrl1bVYeuvPJK/++zzz4ba9euxcqVK3HHHXfgHe94R6j99ddfj2uuucZ/PTExgeXLl1e1bwKB0Dh86KKTIj/vTcVx3vJB2JariqgQsy30JGPIFkraNgDw2pcNYffRaSzp16cvX3HuMrOOEwiElkPF5OXqq6/Gu9/97sg2q1atqrY/IYyMjGDlypV49tlnlZ+nUimlIkMgENoLlmXhtg9fGFnszrIs3Py+tZjNFdGT0g9f337/WtfzQgshEggdiYrJy9DQEIaGokuK1xNHjx7F3r17MTIyMmf7JBAIzYEJ2XjNKeXHH2baJRAInYmGpkrv2bMHO3bswJ49e1AsFrFjxw7s2LEDU1NTfpvTTz8dt99+OwBgamoK1157Le6//368+OKL2LJlC6644goMDQ3hd37ndxrZVQKBQCAQCG2Chhp2P/vZz+K73/2u//r8888HAGzevBmXXHIJAGDnzp0YHx8HAMRiMTz22GP43ve+h7GxMYyMjOD1r389fvzjH6Ovr6+RXSUQCAQCgdAmsBzHcZrdiXpiYmICAwMDGB8fR38/LT9PIBAIBEI7oJL5mxZmJBAIBAKB0FYg8kIgEAgEAqGtQOSFQCAQCARCW4HIC4FAIBAIhLYCkRcCgUAgEAhtBSIvBAKBQCAQ2gpEXggEAoFAILQViLwQCAQCgUBoKxB5IRAIBAKB0FYg8kIgEAgEAqGt0NC1jZoBttrBxMREk3tCIBAIBALBFGzeNlm1qOPIy+TkJABg+fLlTe4JgUAgEAiESjE5OYmBgYHINh23MGOpVML+/fvR19cHy7Lquu2JiQksX74ce/fu7dhFHzv9GDv9+IDOP8ZOPz6g84+x048P6PxjbMTxOY6DyclJLFu2DLYd7WrpOOXFtm2ceOKJDd1Hf39/R16MPDr9GDv9+IDOP8ZOPz6g84+x048P6PxjrPfxlVNcGMiwSyAQCAQCoa1A5IVAIBAIBEJbgchLBUilUvjc5z6HVCrV7K40DJ1+jJ1+fEDnH2OnHx/Q+cfY6ccHdP4xNvv4Os6wSyAQCAQCobNByguBQCAQCIS2ApEXAoFAIBAIbQUiLwQCgUAgENoKRF4IBAKBQCC0FYi8GOIb3/gGVq9ejXQ6jTVr1uCXv/xls7tUNW644QZYliX8W7p0qf+54zi44YYbsGzZMnR1deGSSy7BE0880cQeR+Pee+/FFVdcgWXLlsGyLPz0pz8VPjc5nmw2i4997GMYGhpCT08Pfvu3fxsvvfTSHB5FNMod4wc+8IHQOb3ggguENq18jBs2bMArX/lK9PX1YXh4GG9/+9uxc+dOoU07n0eT42v3c/jNb34T55xzjl+0bN26dfj5z3/uf97O5w8of3ztfv5kbNiwAZZl4ZOf/KT/XkudQ4dQFj/60Y+cRCLh/PM//7Pz5JNPOp/4xCecnp4eZ/fu3c3uWlX43Oc+55x11lnOgQMH/H+HDh3yP//iF7/o9PX1ORs3bnQee+wx58orr3RGRkaciYmJJvZajzvvvNP59Kc/7WzcuNEB4Nx+++3C5ybHc9VVVzknnHCCs2nTJufhhx92Xv/61zvnnnuuUygU5vho1Ch3jO9///udN7/5zcI5PXr0qNCmlY/xTW96k3PLLbc4jz/+uLNjxw7nLW95i7NixQpnamrKb9PO59Hk+Nr9HP7sZz9z7rjjDmfnzp3Ozp07nU996lNOIpFwHn/8ccdx2vv8OU7542v388fjwQcfdFatWuWcc845zic+8Qn//VY6h0ReDPCqV73Kueqqq4T3Tj/9dOcv/uIvmtSj2vC5z33OOffcc5WflUolZ+nSpc4Xv/hF/71MJuMMDAw4N9100xz1sHrIE7vJ8YyNjTmJRML50Y9+5LfZt2+fY9u2c9ddd81Z302hIy9ve9vbtN9pt2M8dOiQA8C55557HMfpvPMoH5/jdN45dBzHWbBggfOtb32r484fAzs+x+mc8zc5Oem87GUvczZt2uRcfPHFPnlptXNIYaMyyOVy2LZtG9avXy+8v379etx3331N6lXtePbZZ7Fs2TKsXr0a7373u/HCCy8AAHbt2oXR0VHheFOpFC6++OK2PF6T49m2bRvy+bzQZtmyZTj77LPb6pi3bNmC4eFhnHrqqfjQhz6EQ4cO+Z+12zGOj48DABYuXAig886jfHwMnXIOi8UifvSjH2F6ehrr1q3ruPMnHx9DJ5y/j370o3jLW96CN77xjcL7rXYOO25hxnrjyJEjKBaLWLJkifD+kiVLMDo62qRe1YZXv/rV+N73vodTTz0VBw8exN/8zd/gwgsvxBNPPOEfk+p4d+/e3Yzu1gST4xkdHUUymcSCBQtCbdrlHF922WV417vehZUrV2LXrl34zGc+gze84Q3Ytm0bUqlUWx2j4zi45ppr8NrXvhZnn302gM46j6rjAzrjHD722GNYt24dMpkMent7cfvtt+PMM8/0J652P3+64wM64/z96Ec/wsMPP4yHHnoo9Fmr3YNEXgxhWZbw2nGc0Hvtgssuu8z/++UvfznWrVuHk08+Gd/97nd9g1knHS9Q3fG00zFfeeWV/t9nn3021q5di5UrV+KOO+7AO97xDu33WvEYr776ajz66KP41a9+FfqsE86j7vg64Ryedtpp2LFjB8bGxrBx40a8//3vxz333ON/3u7nT3d8Z555Ztufv7179+ITn/gE7r77bqTTaW27VjmHFDYqg6GhIcRisRBrPHToUIiBtit6enrw8pe/HM8++6yfddQpx2tyPEuXLkUul8Px48e1bdoNIyMjWLlyJZ599lkA7XOMH/vYx/Czn/0Mmzdvxoknnui/3ynnUXd8KrTjOUwmkzjllFOwdu1abNiwAeeeey7+8R//sWPOn+74VGi387dt2zYcOnQIa9asQTweRzwexz333IOvfvWriMfjfh9b5RwSeSmDZDKJNWvWYNOmTcL7mzZtwoUXXtikXtUX2WwWTz31FEZGRrB69WosXbpUON5cLod77rmnLY/X5HjWrFmDRCIhtDlw4AAef/zxtjxmADh69Cj27t2LkZERAK1/jI7j4Oqrr8Ztt92GX/ziF1i9erXwebufx3LHp0K7nUMVHMdBNptt+/OnAzs+Fdrt/F166aV47LHHsGPHDv/f2rVr8fu///vYsWMHTjrppNY6h3W1/3YoWKr0t7/9befJJ590PvnJTzo9PT3Oiy++2OyuVYU/+7M/c7Zs2eK88MILzgMPPOC89a1vdfr6+vzj+eIXv+gMDAw4t912m/PYY485v/d7v9fSqdKTk5PO9u3bne3btzsAnK985SvO9u3b/VR2k+O56qqrnBNPPNH57//+b+fhhx923vCGN7RUCmPUMU5OTjp/9md/5tx3333Orl27nM2bNzvr1q1zTjjhhLY5xg9/+MPOwMCAs2XLFiHVdGZmxm/Tzuex3PF1wjm8/vrrnXvvvdfZtWuX8+ijjzqf+tSnHNu2nbvvvttxnPY+f44TfXydcP5U4LONHKe1ziGRF0N8/etfd1auXOkkk0nnFa94hZDi2G5gufm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", 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" ] @@ -364,16 +356,16 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 29, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -396,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -422,10 +414,10 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, @@ -470,30 +462,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Impulse Response Function\n", "x[:] =0\n", @@ -503,12 +474,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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AbqLy4iO82IphIwCAowgvtmHCLgC4iWGjAOHFOkzYBQA3MWzkI7zYhsoLALiJykuA8GIdKi8A4CYqLz7Ci224aAHATVReAoQX6zBsBABuovLiI7zYimEjAHAL9/0A4cU2TNgFAMdReSG8WIcJuwDgJoaNfIQX21B5AQA3MWE3QHixDpUXAHATlRcf4cU2XLMA4CYqLwHCi3UYNgIAN1F58RFebEV2AQC3MF0gQHixDRN2AQCOI7xYhwm7AOA0ho0IL9ah8gIAbmLCboDwYh0qLwDgJibs+ggvtuGiBQA3UXkJEF6sw7ARALiJyouvoOHl6NGjisfj8jxPnucpHo/r2LFjgx7T1tam6upqTZgwQRdccIGuvfZabdu2rZDNtBPDRgDgFu77gYKGl4ULFyqVSimRSCiRSCiVSikejw96zPTp0/WTn/xEe/bs0TPPPKOqqirFYjEdOXKkkE21BxN2AcBxVF5KCvXC3d3dSiQSSiaTqq2tlSQtX75c0WhU6XRaM2bMyHvcwoULc37+wQ9+oBUrVqirq0vXXHNNoZprESbsAoCbGDbyFazy0tnZKc/zguAiSXV1dfI8Tx0dHUN6jRMnTuhf/uVf5Hme5syZk3efvr4+9fb25jyKGpUXAHATE3YDBQsvmUxGZWVl/baXlZUpk8kMeux//ud/6gMf+IDGjx+vf/zHf9SmTZsUiUTy7tve3h7MqfE8T5WVlWel/aMXlRcAcBOVF9+ww0tbW5tCodCgjx07dkiSQnn+gY0xebe/21VXXaVUKqWOjg41NDTo85//vHp6evLu29raqmw2GzwOHDgw3C7ZhYsWANxE5SUw7DkvLS0tampqGnSfqqoqdXV16fDhw/2eO3LkiMrLywc9fsKECbr00kt16aWXqq6uTh/5yEe0YsUKtba29ts3HA4rHA4PrxNWY9gIANxE5cU37PASiUQGHMJ5t2g0qmw2q+3bt2vevHmSpG3btimbzaq+vn5Y72mMUV9f33CbWtwYNgIAt3DfDxRszsvMmTPV0NCg5uZmJZNJJZNJNTc3q7GxMWelUXV1tdavXy9JevPNN3XvvfcqmUzqlVde0a5du/TlL39ZBw8e1Oc+97lCNdUuTNgFAEcxbOQr6Oe8rF69WjU1NYrFYorFYpo9e7ZWrlyZs086nVY2m5UkjR07Vr/5zW90yy23aPr06WpsbNSRI0e0detWXX755YVsqkWYsAsATmPYqHCf8yJJkyZN0qpVqwbdx7zrl/D48eO1bt26QjbJflReAMBNTNgN8N1GtqLyAgCOYcKuj/BiGy5aAHATf7QGCC/WIbwAgJuovPgIL7YigQOAW7jvBwgvtmHCLgA4jsoL4cU6LJUGAKcxbER4sQ6VFwBwE0ulA4QX61B5AQA3MWHXR3ixDZUXAHATlZcA4cU6XLQA4CYqLz7Ci60YNgIAt3DfDxBebMOwEQA4imEjH+HFOkzYBQCnMWxEeLEOlRcAcBMTdgOEF+tQeQEANzFh10d4sQ2VFwBwE5WXAOHFOly0AOAmKi8+wottQgwbAYCTuO8HCC/W4iIGALcwbOQjvNiKBA4AbmLYiPBiHSbsAoCbmLAbILxYhzkvAOAmf8LuyLZiNCC82IZyIQC4icpLgPBiHS5aAHATS6V9hBfbsFQaANwU3PYJL4QXaxFeAMAt3Pd9hBfrUHkBACcZho18hBfbsFQaABxHeCG8WIfKCwC4icqLj/BiGyovAOAmlkoHCC/W4aIFADdRefERXmzDUmkAcBOVlwDhxVqEFwBwC/d9H+HFOlReAMBJLJUOEF5sw4RdAHAc4YXwYh0qLwDgJiovPsKLbai8AICbmLAbKGh4OXr0qOLxuDzPk+d5isfjOnbs2JCP/+pXv6pQKKQf/vCHBWujfbhoAcBNVF58BQ0vCxcuVCqVUiKRUCKRUCqVUjweH9Kxjz/+uLZt26aKiopCNtE+QeGFygsAOIXKS6CkUC/c3d2tRCKhZDKp2tpaSdLy5csVjUaVTqc1Y8aMAY/93e9+p5aWFv3qV7/SggULCtVEyxFeAMAt3Pd9Bau8dHZ2yvO8ILhIUl1dnTzPU0dHx4DHnT59WvF4XN/61rd0+eWXn/F9+vr61Nvbm/MobkzYBQAnsVQ6ULDwkslkVFZW1m97WVmZMpnMgMf9/d//vUpKSvSNb3xjSO/T3t4ezKnxPE+VlZXvu81WYMIuAMBxww4vbW1tCoVCgz527NghSQrlSYfGmLzbJWnnzp360Y9+pH/9138dcJ/3am1tVTabDR4HDhwYbpcs41deRrYVAIBzjcqLb9hzXlpaWtTU1DToPlVVVerq6tLhw4f7PXfkyBGVl5fnPW7r1q3q6enRxRdfHGw7deqU7r77bv3whz/Uyy+/3O+YcDiscDg8vE7YjMoLALiJCbuBYYeXSCSiSCRyxv2i0aiy2ay2b9+uefPmSZK2bdumbDar+vr6vMfE43Fde+21Odvmz5+veDyuv/7rvx5uU4sUFy0AOI3KS+FWG82cOVMNDQ1qbm7WP//zP0uSvvKVr6ixsTFnpVF1dbXa29t100036cILL9SFF16Y8zqlpaWaPHnyoKuTnMK3SgOAm6i8BAr6OS+rV69WTU2NYrGYYrGYZs+erZUrV+bsk06nlc1mC9mMIkV4AQC3cN/3FazyIkmTJk3SqlWrBt3HnKGCkG+ei9uovACAk1gqHeC7jWzDhF0AcBTDRj7Ci3WovACA06i8EF6sQ+UFANzEhN0A4cU6XLQA4CbmvPgIL7ZhqTQAuInKS4DwYi3CCwC4hfu+j/BiHSovAOAklkoHCC+2YcIuADiKYSMf4cU6VF4AwGlUXggv1qHyAgBuYsJugPBiKyovAOAY5rz4CC+24aIFADdReQkQXqxF5QUA3MJ930d4sQ4TdgHAScFS6ZFtxmhAeLENw0YA4CiGjXyEF+tQeQEAp/FHLOHFOiyVBgA3Bbd9wgvhxTpUXgDATSyV9hFebMNFCwBuYql0gPBiLSovAOAW7vs+wot1GDYCACfxrdIBwottmLALAI5i2MhHeLEOlRcAcBqVF8KLdai8AICbmLAbILxYh8oLALiJOS8+wottuGgBwE1UXgKEF+swbAQAbqLy4iO82IphIwBwC/f9AOHFNkzYBQBHMWzkI7xYhwm7AOAkPqQuQHixTXDNEl4AwE2EF8KLdai8AICbqLz4CC+24aIFADfxR2uA8GIdJuwCgJuovPgIL7YiuwCAW6i8BAgvtmGpNAA4jsoL4cU6TNgFACexVDpQ0PBy9OhRxeNxeZ4nz/MUj8d17NixQY+57bbbFAqFch51dXWFbKZdqLwAgOMILyWFfPGFCxfq4MGDSiQSkqSvfOUrisfj+sUvfjHocQ0NDXrkkUeCn8eNG1fIZlqGygsAuInKi69g4aW7u1uJRELJZFK1tbWSpOXLlysajSqdTmvGjBkDHhsOhzV58uRCNc1uXLQA4Ca+VTpQsGGjzs5OeZ4XBBdJqqurk+d56ujoGPTYzZs3q6ysTNOnT1dzc7N6enoG3Levr0+9vb05j+LGsBEAuInKi69g4SWTyaisrKzf9rKyMmUymQGPu+6667R69Wo99dRT+od/+Ac9++yzuvrqq9XX15d3//b29mBOjed5qqysPGt9GNUYNgIAt3DfDww7vLS1tfWbUPvex44dOyRJoTzp0BiTd7vv1ltv1YIFCzRr1ixdf/31+uUvf6mXXnpJGzduzLt/a2urstls8Dhw4MBwu2QXJuwCgKMYNvINe85LS0uLmpqaBt2nqqpKXV1dOnz4cL/njhw5ovLy8iG/35QpUzR16lTt3bs37/PhcFjhcHjIr2c/JuwCgJNYKh0YdniJRCKKRCJn3C8ajSqbzWr79u2aN2+eJGnbtm3KZrOqr68f8vu9/vrrOnDggKZMmTLcphYnKi8A4DjCS8HmvMycOVMNDQ1qbm5WMplUMplUc3OzGhsbc1YaVVdXa/369ZKkN954Q9/85jfV2dmpl19+WZs3b9b111+vSCSim266qVBNtQyVFwBwE5UXX0E/pG716tWqqalRLBZTLBbT7NmztXLlypx90um0stmsJGns2LHas2ePbrzxRk2fPl2LFi3S9OnT1dnZqYkTJxayqfbgogUAN7FUOlDQD6mbNGmSVq1aNeg+5l0VhPPOO0+/+tWvCtmkIsCwEQC4icqLj+82shXDRgDgFu77AcKLbZiwCwCOYtjIR3ixFQkcANzCUukA4cU2VF4AwFFUXnyEF+uwVBoAnEblhfBiHS5aAHATf7QGCC/WIbwAgNP4I5bwYi0SOAC4hft+gPBiGybsAoCjmLDrI7xYhwm7AOAklkoHCC+2ofICAI6i8uIjvFiHygsAOI3KC+HFOly0AOAmvlU6QHixDsNGAOAm5rz4CC+2YtgIANzCfT9AeLENE3YBwFEMG/kIL9Zhwi4AOIml0gHCi22ovACAo6i8+Agv1qHyAgBOo/JCeLEOlRcAcBNLpQOEF+tw0QKAm5jz4iO82IphIwBwC/f9AOHFNgwbAYCjGDbyEV5sRQIHALewVDpAeLENFy0AOIrKi4/wYh2WSgOA08guhBfrMOcFANwU3PZJL4QX63DRAoCbmPPiI7zYimEjAHAL9/0A4cU2DBsBgKOYsOsjvFiHCbsA4CSWSgcIL7ah8gIAjqLy4iO8WIfKCwA4icpLgPBiGyovAOA4wgvhxTpctADgJiovPsKLbUIMGwGAkwxzXnyEF2sRXgDALdz3fQUNL0ePHlU8HpfnefI8T/F4XMeOHTvjcd3d3brhhhvkeZ4mTpyouro67d+/v5BNtQiVFwBwEhN2AwUNLwsXLlQqlVIikVAikVAqlVI8Hh/0mP/5n//RlVdeqerqam3evFnPPfec7r//fo0fP76QTbUHE3YBwFEMG/lKCvXC3d3dSiQSSiaTqq2tlSQtX75c0WhU6XRaM2bMyHvcfffdp8985jP63ve+F2y75JJLCtVMC1F5AQAnUXkJFKzy0tnZKc/zguAiSXV1dfI8Tx0dHXmPOX36tDZu3Kjp06dr/vz5KisrU21trR5//PEB36evr0+9vb05j6JG5QUAHEd4KVh4yWQyKisr67e9rKxMmUwm7zE9PT164403tHTpUjU0NOjJJ5/UTTfdpJtvvllbtmzJe0x7e3swp8bzPFVWVp7Vfow+XLQA4CYqL75hh5e2tjaFQqFBHzt27JAkhfL8Axtj8m6X/lB5kaQbb7xRd911lz760Y/qnnvuUWNjo5YtW5b3mNbWVmWz2eBx4MCB4XbJLkHhhcoLADiFpdKBYc95aWlpUVNT06D7VFVVqaurS4cPH+733JEjR1ReXp73uEgkopKSEl122WU522fOnKlnnnkm7zHhcFjhcHiIrS8mhBcAcAv3fd+ww0skElEkEjnjftFoVNlsVtu3b9e8efMkSdu2bVM2m1V9fX3eY8aNG6dPfOITSqfTOdtfeuklTZ06dbhNLVL+hN2RbQUA4BwLCi9UXgo252XmzJlqaGhQc3Ozksmkksmkmpub1djYmLPSqLq6WuvXrw9+/ta3vqXHHntMy5cv13//93/rJz/5iX7xi1/ob/7mbwrVVLswYRcAHMWwka+gn/OyevVq1dTUKBaLKRaLafbs2Vq5cmXOPul0WtlsNvj5pptu0rJly/S9731PNTU1euihh7R27VpdeeWVhWyqRVgqDQBOCpZKj2wzRoOCfc6LJE2aNEmrVq0adB+T55fw7bffrttvv71QzbIblRcAcBzphe82sg4XLQC4iaXSPsKLbfhWaQBwE0ulA4QXaxFeAMAt3Pd9hBfrUHkBACfx3UYBwottmLALAI5i2MhHeLEOlRcAcBKVlwDhxTZUXgDAUVRefIQX63DRAoDTqLwQXqzDUmkAcBNLpQOEF2sRXgDALdz3fYQX61B5AQAnMWE3QHixDRN2AcBRDBv5CC/WofICAE6i8hIgvNiGygsAOIrKi4/wYh0uWgBwGpUXwot1KLwAgJuC+z7hhfBiLdILALiF+76P8GIdJuwCgJOYsBsgvNiGCbsA4Cju+z7Ci3WovACAk6i8BAgvtqHyAgCOYqm0j/BiHSovAOA0Ki+EF+tw0QKAm/hW6QDhxVpUXgDALdz3fYQX6zBsBABOYsJugPBiGybsAoCjGDbyEV6sQ+UFAJxE5SVAeLENlRcAcBSVFx/hxTpUXgDAaVReCC/W4aIFADexVDpAeLEWlRcAcAv3fR/hxToMGwGAk5iwGyC82IYJuwDgKIaNfIQX6/iVl5FtBQBghFB5IbxYh8oLALgnZ6oA4YXwYivmvACAO959z6fyQnixDhctADiO3wMFDS9Hjx5VPB6X53nyPE/xeFzHjh0b9JhQKJT38f3vf7+QTbUIw0YA4B4qL+9W0PCycOFCpVIpJRIJJRIJpVIpxePxQY85dOhQzuPhhx9WKBTSLbfcUsim2odhIwBwB/f8HCWFeuHu7m4lEgklk0nV1tZKkpYvX65oNKp0Oq0ZM2bkPW7y5Mk5P//Hf/yHrrrqKl1yySWFaqpd/MR9qk/65T0j2xYAwLlhTo90C0aVgoWXzs5OeZ4XBBdJqqurk+d56ujoGDC8vNvhw4e1ceNGPfroowPu09fXp76+vuDn3t7eP63ho924iZJC0ul3pG0/G+nWAADOpbHjpJLxI92KEVew8JLJZFRWVtZve1lZmTKZzJBe49FHH9XEiRN18803D7hPe3u7vvOd77zvdlpnwoXS5x+VDj030i0BAJxrlbXSuD8b6VaMuGGHl7a2tjOGhWeffVbSHybfvpcxJu/2fB5++GF98Ytf1PjxA6fM1tZWLVmyJPi5t7dXlZWVQ3p9a1124x8eAAA4aNjhpaWlRU1NTYPuU1VVpa6uLh0+fLjfc0eOHFF5efkZ32fr1q1Kp9N67LHHBt0vHA4rHA6f8fUAAEBxGHZ4iUQiikQiZ9wvGo0qm81q+/btmjdvniRp27Ztymazqq+vP+PxK1as0Ny5czVnzpzhNhEAABSxgi2VnjlzphoaGtTc3KxkMqlkMqnm5mY1NjbmTNatrq7W+vXrc47t7e3Vv/3bv+nLX/5yoZoHAAAsVdDPeVm9erVqamoUi8UUi8U0e/ZsrVy5MmefdDqtbDabs23NmjUyxugLX/hCIZsHAAAsFDKmuD75pre3V57nKZvN6vzzzx/p5gAAgCEYzu9vvtsIAABYhfACAACsQngBAABWIbwAAACrEF4AAIBVCC8AAMAqhBcAAGAVwgsAALDKsL/baLTzP3Ovt7d3hFsCAACGyv+9PZTPzi268HL8+HFJUmVl5Qi3BAAADNfx48fled6g+xTd1wOcPn1ar776qiZOnKhQKHRWX7u3t1eVlZU6cOBA0X71QLH3sdj7JxV/H4u9f1Lx97HY+ycVfx8L0T9jjI4fP66KigqNGTP4rJaiq7yMGTNGF110UUHf4/zzzy/Ki/Hdir2Pxd4/qfj7WOz9k4q/j8XeP6n4+3i2+3emiouPCbsAAMAqhBcAAGAVwsswhMNhPfDAAwqHwyPdlIIp9j4We/+k4u9jsfdPKv4+Fnv/pOLv40j3r+gm7AIAgOJG5QUAAFiF8AIAAKxCeAEAAFYhvAAAAKsQXobowQcf1LRp0zR+/HjNnTtXW7duHekmvW9tbW0KhUI5j8mTJwfPG2PU1tamiooKnXfeefr0pz+tF154YQRbPLhf//rXuv7661VRUaFQKKTHH3885/mh9Kevr09f//rXFYlENGHCBN1www06ePDgOezF4M7Ux9tuu63fOa2rq8vZZzT3sb29XZ/4xCc0ceJElZWV6bOf/azS6XTOPjafx6H0z/Zz+LOf/UyzZ88OPrQsGo3ql7/8ZfC8zedPOnP/bD9/79Xe3q5QKKQ777wz2DaqzqHBGa1Zs8aUlpaa5cuXmxdffNHccccdZsKECeaVV14Z6aa9Lw888IC5/PLLzaFDh4JHT09P8PzSpUvNxIkTzdq1a82ePXvMrbfeaqZMmWJ6e3tHsNUDe+KJJ8x9991n1q5daySZ9evX5zw/lP4sXrzYfOhDHzKbNm0yu3btMldddZWZM2eOeeedd85xb/I7Ux8XLVpkGhoacs7p66+/nrPPaO7j/PnzzSOPPGKef/55k0qlzIIFC8zFF19s3njjjWAfm8/jUPpn+zncsGGD2bhxo0mn0yadTpt7773XlJaWmueff94YY/f5M+bM/bP9/L3b9u3bTVVVlZk9e7a54447gu2j6RwSXoZg3rx5ZvHixTnbqqurzT333DNCLfrTPPDAA2bOnDl5nzt9+rSZPHmyWbp0abDt7bffNp7nmWXLlp2jFr5/7/3FPpT+HDt2zJSWlpo1a9YE+/zud78zY8aMMYlE4py1fagGCi833njjgMfY1seenh4jyWzZssUYU3zn8b39M6b4zqExxlxwwQXmoYceKrrz5/P7Z0zxnL/jx4+bj3zkI2bTpk3mU5/6VBBeRts5ZNjoDE6cOKGdO3cqFovlbI/FYuro6BihVv3p9u7dq4qKCk2bNk1NTU367W9/K0nat2+fMplMTn/D4bA+9alPWdnfofRn586dOnnyZM4+FRUVmjVrllV93rx5s8rKyjR9+nQ1Nzerp6cneM62PmazWUnSpEmTJBXfeXxv/3zFcg5PnTqlNWvW6M0331Q0Gi268/fe/vmK4fz97d/+rRYsWKBrr702Z/toO4dF98WMZ9trr72mU6dOqby8PGd7eXm5MpnMCLXqT1NbW6uf//znmj59ug4fPqzvfve7qq+v1wsvvBD0KV9/X3nllZFo7p9kKP3JZDIaN26cLrjggn772HKOr7vuOn3uc5/T1KlTtW/fPt1///26+uqrtXPnToXDYav6aIzRkiVLdOWVV2rWrFmSius85uufVBzncM+ePYpGo3r77bf1gQ98QOvXr9dll10W/OKy/fwN1D+pOM7fmjVrtGvXLj377LP9nhtt/w8SXoYoFArl/GyM6bfNFtddd13w3zU1NYpGo/rwhz+sRx99NJhgVkz9ld5ff2zq86233hr896xZs3TFFVdo6tSp2rhxo26++eYBjxuNfWxpaVFXV5eeeeaZfs8Vw3kcqH/FcA5nzJihVCqlY8eOae3atVq0aJG2bNkSPG/7+Ruof5dddpn15+/AgQO644479OSTT2r8+PED7jdaziHDRmcQiUQ0duzYfqmxp6enXwK11YQJE1RTU6O9e/cGq46Kpb9D6c/kyZN14sQJHT16dMB9bDNlyhRNnTpVe/fulWRPH7/+9a9rw4YNevrpp3XRRRcF24vlPA7Uv3xsPIfjxo3TpZdeqiuuuELt7e2aM2eOfvSjHxXN+Ruof/nYdv527typnp4ezZ07VyUlJSopKdGWLVv04x//WCUlJUEbR8s5JLycwbhx4zR37lxt2rQpZ/umTZtUX18/Qq06u/r6+tTd3a0pU6Zo2rRpmjx5ck5/T5w4oS1btljZ36H0Z+7cuSotLc3Z59ChQ3r++eet7LMkvf766zpw4ICmTJkiafT30RijlpYWrVu3Tk899ZSmTZuW87zt5/FM/cvHtnOYjzFGfX191p+/gfj9y8e283fNNddoz549SqVSweOKK67QF7/4RaVSKV1yySWj6xye1em/RcpfKr1ixQrz4osvmjvvvNNMmDDBvPzyyyPdtPfl7rvvNps3bza//e1vTTKZNI2NjWbixIlBf5YuXWo8zzPr1q0ze/bsMV/4whdG9VLp48ePm927d5vdu3cbSeYHP/iB2b17d7CUfSj9Wbx4sbnooovMf/3Xf5ldu3aZq6++elQtYRysj8ePHzd333236ejoMPv27TNPP/20iUaj5kMf+pA1ffza175mPM8zmzdvzllq+tZbbwX72Hwez9S/YjiHra2t5te//rXZt2+f6erqMvfee68ZM2aMefLJJ40xdp8/YwbvXzGcv3zevdrImNF1DgkvQ/TTn/7UTJ061YwbN858/OMfz1niaBt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+ "image/png": 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", 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" ] @@ -519,16 +490,16 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 32, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -542,10 +513,11 @@ "ang = np.angle(scp.fft.fft(x))\n", "mag = np.abs(scp.fft.fft(x))\n", "plt.plot(np.log10(mag))\n", - "mag[30:370] = 0.2\n", + "mag[310:370] = 0.2\n", + "mag[30:90] = 0.2\n", "plt.plot(np.log10(mag))\n", "plt.show()\n", - "plt.plot(t,x)\n", + "#plt.plot(t,x)\n", "plt.plot(t,scp.fft.ifft(mag*np.exp(1j*ang)).real)\n" ] }, @@ -559,14 +531,28 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Reading /store/data/erp-core/sub-030/ses-P3/eeg/sub-030_ses-P3_task-P3_eeg.fdt\n", + "Reading /store/data/erp-core/sub-030/ses-P3/eeg/sub-030_ses-P3_task-P3_eeg.fdt\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_2213339/3616083917.py:18: RuntimeWarning: Data file name in EEG.data (sub-030_task-P3_eeg.fdt) is incorrect, the file name must have changed on disk, using the correct file name (sub-030_ses-P3_task-P3_eeg.fdt).\n", + " raw = read_raw_bids(bids_path)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Reading events from /store/data/erp-core/sub-030/ses-P3/eeg/sub-030_ses-P3_task-P3_events.tsv.\n", "The event \"response\" refers to multiple event values. Creating hierarchical event names.\n", " Renaming event: response -> response/202\n", @@ -735,21 +721,7 @@ " Renaming event: response -> response/201\n", " Renaming event: response -> response/201\n", " Renaming event: response -> response/201\n", - " Renaming event: response -> response/201\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_1519696/3616083917.py:18: RuntimeWarning: Data file name in EEG.data (sub-030_task-P3_eeg.fdt) is incorrect, the file name must have changed on disk, using the correct file name (sub-030_ses-P3_task-P3_eeg.fdt).\n", - " raw = read_raw_bids(bids_path)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " Renaming event: response -> response/201\n", " Renaming event: response -> response/201\n", " Renaming event: response -> response/201\n", " Renaming event: response -> response/201\n", @@ -1069,7 +1041,7 @@ "" ] }, - "execution_count": 33, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1107,16 +1079,16 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 34, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, @@ -1147,14 +1119,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "NOTE: plot_psd() is a legacy function. New code should use .compute_psd().plot().\n", "Effective window size : 2.000 (s)\n", "Need more than one channel to make topography for eeg. Disabling interactivity.\n" ] @@ -1163,15 +1134,26 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1519696/1845277888.py:2: RuntimeWarning: Channel locations not available. Disabling spatial colors.\n", - " raw.plot_psd(area_mode='range', tmax=10.0, average=False,xscale=\"linear\",);\n", + "/tmp/ipykernel_2213339/794039717.py:4: RuntimeWarning: Channel locations not available. Disabling spatial colors.\n", + " raw.compute_psd().plot()\n", "/home/ehinger/micromamba/envs/course_EEG_ws2023/lib/python3.10/site-packages/mne/viz/utils.py:161: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " (fig or plt).show(**kwargs)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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"text/plain": [ "" ] @@ -1182,7 +1164,9 @@ ], "source": [ "%matplotlib inline\n", - "raw.plot_psd(area_mode='range', tmax=10.0, average=False,xscale=\"linear\",);\n" + "#raw.plot_psd(area_mode='range', tmax=10.0, average=False,xscale=\"linear\",);\n", + "\n", + "raw.compute_psd().plot()\n" ] }, { @@ -1198,7 +1182,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -1206,7 +1190,7 @@ "output_type": "stream", "text": [ "Filtering raw data in 1 contiguous segment\n", - "Setting up band-pass filter from 0.5 - 50 Hz\n", + "Setting up band-pass filter from 0.5 - 40 Hz\n", "\n", "FIR filter parameters\n", "---------------------\n", @@ -1215,8 +1199,8 @@ "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n", "- Lower passband edge: 0.50\n", "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n", - "- Upper passband edge: 50.00 Hz\n", - "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n", + "- Upper passband edge: 40.00 Hz\n", + "- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)\n", "- Filter length: 6759 samples (6.601 s)\n", "\n", "NOTE: plot_psd() is a legacy function. New code should use .compute_psd().plot().\n", @@ -1228,15 +1212,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1519696/1145606728.py:2: RuntimeWarning: Channel locations not available. Disabling spatial colors.\n", - " raw_f.plot_psd(area_mode='range', tmax=10.0, average=False,xscale=\"log\");\n", + "/tmp/ipykernel_2213339/192806494.py:2: RuntimeWarning: Channel locations not available. Disabling spatial colors.\n", + " raw_f.plot_psd(area_mode='range', tmax=10.0, average=False);\n", "/home/ehinger/micromamba/envs/course_EEG_ws2023/lib/python3.10/site-packages/mne/viz/utils.py:161: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " (fig or plt).show(**kwargs)\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -1246,28 +1230,28 @@ } ], "source": [ - "raw_f = raw.copy().filter(0.5,50, fir_design='firwin')\n", - "raw_f.plot_psd(area_mode='range', tmax=10.0, average=False,xscale=\"log\");" + "raw_f = raw.copy().filter(0.5,40, fir_design='firwin')\n", + "raw_f.plot_psd(area_mode='range', tmax=10.0, average=False);" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 37, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1291,22 +1275,22 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 38, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -1316,8 +1300,8 @@ } ], "source": [ - "plt.plot(raw[:,0:10000][0].T-np.median(raw[:,0:1000][0].T))\n", - "plt.plot(raw_f[:,0:10000][0].T-np.median(raw_f[:,0:1000][0].T))\n", + "plt.plot(raw[:,0:1000][0].T-np.median(raw[:,0:1000][0].T))\n", + "plt.plot(raw_f[:,0:1000][0].T-np.median(raw_f[:,0:1000][0].T))\n", "#plt.plot(raw_f[:,0:1000][0].T-np.mean(raw_f[:,0:1000][0].T))" ] }, diff --git a/exercises/solutions/ex6_linearModels.ipynb b/exercises/solutions/ex6_linearModels.ipynb index 75b2215..9ae48fb 100644 --- a/exercises/solutions/ex6_linearModels.ipynb +++ b/exercises/solutions/ex6_linearModels.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -164,7 +164,7 @@ "[245 rows x 5 columns]" ] }, - "execution_count": 8, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -184,34 +184,41 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.pairplot(d,hue=\"cond\")" + "sns.pairplot(d,hue=\"stimcond\",)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "d[\"stimcond\"] = d.stim + d.cond" ] }, { @@ -251,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -277,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -290,20 +297,18 @@ " )" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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kRhngktQoA1ySGmWAS1KjDHBJapQBLkmN+n+UpKq9/U/jrQAAAABJRU5ErkJggg==", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -314,20 +319,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-3.91109151])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "solve(const)" ] @@ -343,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -366,7 +360,7 @@ " 0., 1., 1., 1., 0., 1., 0.])" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -379,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -403,34 +397,33 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 16, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plt.plot([0,1],[d.PO8[d.cond==\"scrambled\"].mean(),d.PO8[d.cond==\"intact\"].mean()])\n" + "plt.plot([0,1],[d.PO8[d.cond==\"scrambled\"].mean(),d.PO8[d.cond==\"intact\"].mean()])\n", + "plt.plot([0,1],[-0.98*1+ -5.75*0, -0.98*1+ -5.75*1])" ] }, { @@ -451,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -472,54 +465,47 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 18, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([0,1],[d.PO8[(d.cond==\"scrambled\") & (d.stim==\"face\")].mean(),d.PO8[(d.cond==\"scrambled\") & (d.stim==\"car\")].mean()])\n", - "plt.plot([0,1],[d.PO8[(d.cond==\"intact\") & (d.stim==\"face\")].mean(),d.PO8[(d.cond==\"intact\") & (d.stim==\"car\")].mean()]) " + "plt.plot([0,1],[d.PO8[(d.cond==\"intact\") & (d.stim==\"face\")].mean(),d.PO8[(d.cond==\"intact\") & (d.stim==\"car\")].mean()]) \n", + "\n", + "b0 = -0.29\n", + "\n", + "plt.plot([0,1],[-0.29*1+ -5.75*0, -0.98*1+ -5.75*1])\n", + "\n", + "\n", + "-0.29 -5.6 -1.5" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1. , 0.60730022],\n", - " [0.60730022, 1. ]])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# investigate correlation between cond and interaction of cond*stim\n", "np.corrcoef(cond,stim*cond)" @@ -536,19 +522,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.97665794 -5.75148979]\n", - "[-0.29596347 -5.63868899 -1.458631 ]\n", - "[-1.60325761 -2.86355582 1.34271358 -5.4995781 ]\n" - ] - } - ], + "outputs": [], "source": [ "print(solve(const,cond))\n", "print(solve(const,cond,stim))\n", @@ -570,29 +546,27 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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"execute_result" } ], + "source": [ + "cond" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cond-0.5" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -693,7 +668,7 @@ "-3.8524028378068995" ] }, - "execution_count": 18, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -704,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -713,7 +688,7 @@ "-3.911091509146645" ] }, - "execution_count": 25, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -724,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -752,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -791,29 +766,27 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -823,29 +796,27 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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wkSSpdax5sOYVWPsqOCshrj/MegySR4H+BNle1oeLj05SXu1qdNzmaiIRWzomYTo1t53Sm8gwDW8sP0i1y4tRq+KKCRlcOTHj+KvXJDWLDHwkSWq5qiL47Do4uLTuWuEOWHiOSKDtM6vTpnYiSWikH5hWpcRikDfe9hZr1nPrjN5cOCYNu9uLQaMi1qxDq1Z19tSkVjphjrNLktSBKg4HBj31fX+3qBQsHbPoMB3T+wbfPrx4XBoxpk7eavH5wGEFt73px3ZhWrWK5EgjveLMJEcaZdDTxcnAR5KklsteHXqsdD+4gh8BllomMkzLY3OGMHdEMuojTcH0GiXXT+3BTdN6YdB24qJ9eRasfB7euwA+vQYO/i6qXkvScU5udUmS1HKNHelWqsVRaalNJFj0PHT2IP48ozfVLi9hOjXx4Xq06k5831q6H16fCbaiums7v4ZxN8GUO+UReem4JgMfSZJaLmUkqLSihcPRBs7p0CPf3YFRpyZNd5z8unbZYMk/AoOeGqtehOGXyMBHOq7JrS5JklrOnAjz3hGrO/XF9IYZ/yeOg0snpupS2LEo9PiOrztuLpLUCsfJWwhJkroUtQ4yp8It62DfLyLZOXMyxPaD8MSmny91bUdXtK7PJ6sZS8c3GfhIktQ6Gj1EZYoP6bhTUuUkr8LB9lwrsWYdveNNJITrUauOcaFfb4FeJ8OexcHH+51xbK8vSe1MBj6SJEknmPwKBws+2siKfaW118K0Kt66cgzD0yKOLfjRh8PMR+DQSlHVur5B54ElpfWvLUkdQOb4SJIknUBcHh8v/7YvIOgBUeX5sjfWkGd1HPsnie4FNyyDMddDVA9IHgnnvw2nPnZcJLY7PV6qnG5kK0opGLniI0lS9+D1gDUHDi2H4r2QOgYSBoMlubNn1qaKKh28v7ZhbykQ3ca3ZpeT2pKu7sEoVSLgOeUhmPIXUb7AGHVsr9kGymwu9hVV8cbyA5TaXJwyIJ5ZAxNIOdavVzqhyMBHkqQTn88LOeth4dmBVYbDk+GKr8VN/ATh8vpxuEMnHx8ub8MqyxodaOLb7vWOQYXdzStL9/HSb/trr63aX8pLv+7jkxsmkBEjTxpKgtzqkiTpxGfNhffnNWytYM2BL26G6rLOmVc7MGiUJDXS42tY6olZY6egwhEQ9NQornLxxA+7sDnlaTNJkIGPJEknvvIssIcIbrJWQHVx+8/B44ayLNj1Hax/G/I2By8CeIwSLAbuOq1f0LG+CSYyok/MbZ+fdoTuD/f9tvwmO91L3Yfc6pIk6cTnKG98PFgF6rbkcYn+Zu9dAO7quuuZU+DsFyAirU0/3dQ+sTx1/lD++f1OiiqdqJQKTh2YwN/O6E9ceOjVoK7M7Q29vefz+5FpzlINGfhIknTii+4deswQKWrTtKfKPHj3PPAcdaLqwFJY/iwMuxhi+4O2bVZjIoxazh2ezIRe0dicHrRqJdFhOsKOl7YX7WBG/3ie+WlP0LEpvWOx6GX/uM7m9nopqXLhByx6DcZO+nk8cf8VSNLxpqpQlPvHB4YoMCcc2+vZy6CqCAq3gS5ctIswJYBa2ybTPaGExcLgC2DrRw3HZtwPpnauNp21qmHQU2PzB5A2XpyMShzSZp9SqVSQaDEEHbM5PRRXOdlTWIVWpSQzJow4sw6dRtVmn7+jJUXoOWtoIos25wVcN2pV3Ht6f8wGGfh0ptxyO2+vOMiH67Jxun2cMiCO207uQ3p0GCqlokPnIgMfSWpvHjfkb4YvboDiI+9II9Lh7OchZYyogNxSVYXw0wOw6d26a9owuGAhZEwSLSWkOsZImPkwxPWDFf8RQWNkJpx8P2ROA1U73/ArskOPuWwi6PntX3Duy6AztetUymwuFq46xHNL9uD1iQ0gnVrJ4+cN4eT+8W2yKlRqc1Jhd6NUKLAYNEQY2z8YjwrT8fczBzJzQAIvL91Pud3FlF6xXDOlB6mRwQNAqWPkVdi59PXV7Cuy1V5btDmPn3cW8dWfJpHZwSfuZOAjSe2tIgveOiPwHX/5IVh4Dlz/O8QPaNnr+f2w7fPAoAfEDfT9eXDzmhPqeHabMcfDhNtgyIXgc4Faf+yrbs2VOjb0WGSmSHLO2ywqIbdz4LPlcDlPL94dcM3p8XHbh5v47tbJ9EsMb/VruzxeduRV8rfPt7It1wrA2MwoHj5nEL3iTCgU7fvOPtas48yhSUzsFYPb58Ni0KBTd91VrBPF+oNlAUFPjSqnh//+upcHzx6EvgNXG+WpLklqT14PrHsz+DaHzwu/PxOY7NocVQXieUE/nxt2ftvyeZ4A3F5f05V6VSqwJEFkRscFPSC2IWP6BB+b+GdY/xZYUkUw1o7Kq108t2Rv0DG/HxauPNRoknBTskqrOf+/K2uDHoDVB0qZ+98VHC5rw/pBTYgM0xJn1sug5zjg8vj4fFNOyPGfdhRSXu3uwBnJwEeS2pfbBodXhx7PWQfOqtDjwfg8Ilk2lJLgCZ4nqpyyat5fncWN76znga+2szPPSqWjY3+RNsmcAJd8BgPOFlWPAcyJcPoTULwLCv6AqXeAIaLuOS47VOSIGkRH1x9qJZfHR15F6Nc6UGLD5Wld4GN3e3jp1324ggROVruHrzbn4vPJs1XdjUoJ4frQm0thOjXKDo5E5FaXJLUntV5sZWSvCT4ekdbyd/lqvWi1kL81+HjmlJa9Xhd2oLiKC/67iqIqZ+21t1cc5LE5gzl7aFKnnRoJKiIVznwWJi0QW50OK6x/E/I2iQTrxGF1jy09CMuehD8+FX8efAFMug2iMo9pCkatisHJFvIqgidaj8mIwtDKLYdKu4fVB0pDji/dU8TlE9IJ08kk4+5EpVRy6bgMPt+YG3T88gkZxJo6NidRrvhIUntS62D8zaHHJ/9VdLtuibAY0SMpGFM8pDSST3ICqXS4eXDR9oCgp8a9n28Ner3TGaMgth8kDhddzKfdDbeshzHX1fW6Ks+C10+GjQvFNqi7Gja8BW/MEnlA5cH7cDWHSa/hzzN6E+wQjUGj4twRyShbecJGq1Y2egNLCNejae8kcum4lBETxuUT0htcH5keyZmDE9s99+toMvCRpPYW2QPOfhFU9U62KNUieIkf1LrXrOmGXT9PJX0iXPEtRKQc23y7iLJqN7/tCV752OeHtQdDrz50Ko0eItOg53ToPVOs4tQkNHu94nh7sIrOVQWw7Qv47m4o3t1wvJl6xIbx5pVjSI6oO+nUJ97ER9ePC7jWUhFGLTdO6xly/MqJmWjV8pbTHUWFabltRh8W3TKRy8alM3dEMguvHsNLF48gvpH2Ku3lOFoHlqQTlN4Mg+aIY+bFe8DvgZi+YIoTR9Bb9ZrhIl8kdYyoSqzUgjFaHNs+ztndHjxePyad+pje6Xl9PhrLZa52eVv92p3GUQ47FoUe3/8L9JgO394J578VmBPUTAatmql9YvnspgmUV7tRKUXQEtMG2w0j0yO5fEI6b684VHtNoYB7T+9PRsyJ2SpDap7IMC2RYVqGpER09lRk4CNJHUJjgMh08dFWFAoITxIfXUBJlZPteVbeWH6AKoeH0wcnMnNAPMmRrbshhus19I03s6ugMuj42MyoY5lu51CqQdvIcXatCTx2EQDZy1oV+NSID9cT38btK6JNOhac0pdLx2Ww9kApGpWCURlRxJh1mI6nfCupW5M/iZIktbtSm5N/fbeTj9Yfrr229mAZL/+2n49vGE9qVMuDn2iTjkfOHcS8V1bVFuKrce7wZOLMXbAnlcEicsKyVgYfH3weLHtK/L+v9cfO25PFoMFi0NArrn3rEUlSa8kNV0mSjkm108OhEhs/bMvnh235HCqxUe30BDwmu9QeEPTUyLc6+O+v+3B6WrctNSjZwle3TOTk/nFYDBp6xpp48vwh/O30/kSGddHWHaljof9ZDa/3O0PUaarMh9nPgbMCVr8CWz+BsoPgDtESQ5KkAAp/kxW/uher1YrFYqGiooLw8NZXMJWk7sBqd/Hx+sM8+u3O2lUXlVLB3af144JRqViO9Ed6cNE23lxxMOhrGDQqfv7r1JB9pZqjyuGhyulBrVK0Sa5Kp6sqgpK9sPk9UVmw1wxxmmvJQzD3VXHia++SuserNHDeW9DrJNDIXBqpe2ru/VtudUmS1Gp7Cqt46OsdAde8Pj+PfLOD4akRjMoQeTbuRrZlfH4/HOPbL5NejamRImnHNWsO5P8Bh1aIHLAeJ4m8rfTxENdf1Gta8g8o3QeTF0DRrsCgB8RK0MeXwc1rITr0ySpJkmTgI0lSK1W7PPz31/0hx1/6bR//TgwnTKfm7GHJvLMqeP2Z0wcnYjF206J2ZQfh7bNEQcMaKi1c9JEoT2CIgMzJcOF7ov2JzwMvTw7+Wj4v7P6+8bpRkiTJHB9JklrH6faR20j7g9xye23uTmZ0GDP6xTV4jMWg4dYZvTBqu+F7MIcVvr0jMOgB8Lrgg4tELk+NsFgITxT/by8L/ZrljXSBlyQJkCs+kiS1UphOxYj0yICGlPWNSovEdKQ9QYxZx2NzB7NyXwmvLTtAldPDzAHxXDwundTI1uf2dGnVJbB3cfAxdzUUbheFDuvTGERri7xNwZ/XY1obTrAZqsugukj0m9NbRIDW0krkktTBZOAjSVKraNUqrpyQwUdrs3Ee1dhSq1JyxVGVeuPMes4elsyU3rF4fX4sRnX3bmHgddFoBcZgKzthMTDrEXjrjIZjkZmQMKTt5teU8mz48mY48Jv4s0IJg+bCzIdEA1ZJOk7JrS5JklotNdLIB9eNC6jZ0ivOxAfXjSM1OvhKTmSYlhiz7piDnrxyO6v2lfD5xhy2Hi6nuPI47M3VGJ258QAhcWjd/9uKIW8LrP+fKHJ40ccQ1UOMKVUw4By47EuwHHsxy4pqFweKq9idX0lehZ2gB39txfDJlXVBD4DfB1s/hp8eFCtAknSckis+kiS1mkatZHhaJB9cO45yuxu/30+kUQQ27WlnnpVLX18T0Ih0aIqFly4ZSdIx9JtqFa9bbFuhECsyymYGdOZEOPUx+PiKhmN9zwBzvPj/ynz44ibYV+8kV+IwuOB/ogmuSgvGmLp+X8fgQHEVd3+6tbbLeqxZxwOzBzC5Tyzh+noJ6FWFcHht8BfZ+hFMvbNN5iNJ7UGu+EiSdMxizDp6xZnoHW9u96Anr8LOZW+sadB9ffPhCh76ejtVTne7fv4A5Yfg54fhtZPhzVNhxb+hIqd5z1UoxNH1iz+B2L7imiESpt8LZz4jeq953bDm1cCgB0SOz6sniaAnMqNNgozccjsXvLyqNugBKKp0cvN7G9mcXR744Kp8QvJ5wRm8jYgkHQ/kio8kSTjdXlCATn3859wcLrNTGGJb64dt+dx9Wr/apOp2VZ4Fr88MPH310wOw+UO45FOwJDf9GgYL9D5FbGu57aDUgCkearYBqwphzSvBn+t1wYGlIvBpAxuyyigK8X197NudDLg6nOia4pBhDU/o1VIoG+83JkmdTAY+ktSNFVgdbDlcwftrslAq4KKxaQxKtnROnytrHlQXixu6MUYEAJqG8yiyhs7l8fnB7u6AruxeD6xfCH1Phz6zRLsItVYEQ8ufg4O/w9B5zX89U4hAwucGZ/BTc0DQ4+tWuxur3Q0KUS7ArG9eELhqX0nIse151sAEdlOcSKTO39LwwQPOCf31SNJxQAY+ktRNFVgd3PLeBtYerDs99NOOQib1iuHpC4YS18adu0PyeUXi7seXicABQK0XWz7DLwFjYJf1jNiwkC8VplVh7ogu4NUlEN9PVFD+4CLxNYDYsjrredj8AfQ/E7Sh59osGgPE9IbiPcHH08bX/q/X52dfURUPfb2d3/cWA3BSvzjuPb0/mTFhKBSKRj9VZiPf1zizDpWy3vNNcTDvHZGflLuh7nrvWeLUmc7c5JcmSZ1F5vhIUjf1+57igKCn9vreYtYdaqRIXluryIa3z6wLegA8Dlj8dzi4rMHD48N1jM2ManAd4KbpPYkL74BeXUo15G6CTe+K00x6i7hWtEsc8R5ygdjyOVameJj5SPCxqB6ipcUR2aXVnPvCcpbtKcbvFyfll+wo5NwXV3C4LHShyRoz+sWjUQUPjm6c1pO4o3O3ItPh4o/hplVw1Q9wy1qY87JotyHVKqlycqjERnZpNbajmvdKnUMGPpLUDZXbXPxv5cGQ42+vOEilo4OShPcuAVeI488/PyzyXOqJDtPx7PxhzBmRjPrIKoRZp+auU/syf3Rax9QGclfDpvcom/owe+b/zm8nf8WWub9RcOZCkXDs94rVmraQOk6c4LKkiD8rlKJ7+2Vf1FZzdnm8LFx1EJur4TZfhd3N5xty8HpD90sDSIrQ8/rlozFoAr9/c0ckM3tIUvAVo7AYEXyljYOYPiI5WwLA4fay7mApl76+hqlP/Mq0J3/lrk+3kF1a3dlT6/bkVpckdUM+/LgauRG6PD58x9g4tL4Cq4O8CjtFlS5SIg3EheuIDjuygpCzPvQTS/aKk01HSbQYePjsQdx2ch8cLi9hOhVx4Xo0qg56L+dxkH/mW/xtpYqff6hrOZESaeKtcz+gV/Xm5r2O3w+VeUeOwyNOcpkTxYmvGgYLDDgbUsaIfB+VVlRIrneSy+rw8Nvu4pCf5uddhVw+MQOLIfT3R6tWMb5HNIsXTGFfURWVDg/9EsKJNWmxGLXN+3q6C78f7KWAosFWbI09BVVc8PLK2n9HXp+fr7fksSm7nI+uH9/xZRekWjLwkaRuKMKg5ZxhyezI2xl0fM6IZCyGtjkZtb+oisvfXEN2ad12y+iMSJ6bP1z88k8aIbaMgonqAarg8zDq1KR1RD5PEHZNJM9sLefnPYGrUYfL7FzySR6fXzWNJmsXu+2QtVLU6KnME9fMiXDOi5A2oWFid3gihHhVrUpJZCONXqPCNGibERRq1EpSIo2kRBqbfGx35S0/DDu/RrX5PVAo8Y+8EkXvmXW91BCrbP/6fmfQNw+Hy+xszCqTgU8nkltdktQNKZUKZg9NIiVIn6z0aCMn949vk89TYHVwxZtrA4IegLUHy3jwq21iO633yaGTgE+677g8IVTkMfDZlqKgY/lWB9m2Zmy3lR2Ed8+rC3pA/P+750HZgRbNJ9yg4fqpPUOOXzu5BwZtC7YArbmw7xdY/m/Y+a04PdZYe41uwlWajeqdc1B9fxfkbYbcjSi+uhX/+/PFqcQjqp0e1tSrh3S0xTsKQ45J7U8GPpLUTSVFGPjwuvHcOqM3KZEGUqMMLDilD+9fO47ENno3ml/hICtETsPi7QWUVLnAkgqXfwXh9ereqHUw4wHInNIm82hrDo8Ptzd0IJBjdTX+Am4HrHi+7jRYfT6vGPM4jrruE60iqoMfOx+eGsH80akNrl87OZO+CS1oHFq6X9QnWniOSDD/4EJ4eTIUbA0IfoornWzLqWDx9gL+yKmgqNIR+jVPACWVTuybPw96wk6RtwkOLq39s1KpICos9PZgckQnlIuQasmtLknqxpIjDdx6Ui8uGZsGCog2alG1YZ5McVXjNXeqXV7R4iF5JFyzBGxFoo5PWGzIOj7HA6NWRZhWFTSZGKBnTBMF/Fy20B3WAfI347JXUuD2oQASFCWot30GWz8URQ5HXS0KH9bbXok26bjrtH5cPiGDX3YWolIqmN43jniLvvnbltUl8Nl14qRdffYyeG+e+DsKT+JwaTXXLlzHjry6Cs39Esy8etkoUqNOzG0yh7WQ5J0fhn7A+regz2mgDyfWpOOayZk8/M2OoA89e1gziltK7UYGPpLUzalVymbV7PH7/RRYnZRVu1Agmo3GN/G85EZWjnRqJWZ9vV9B4YkBN/KOYLW7Kap0snxfMT6/nwk9Y4gz64hoIpnXpFNzzeQePLek4bv//olmEpt6R68xQHQvKPgj6LA/qhefbinlvm/W8M3lmai/my/aY9T46k+QPBrmLQz4nkUatUQatfRPbP4KT7XTg83lRadWEm4rCd2Dy5oLlfmUqqK59cONAUEPwM78Sm55bwNvXjmaqLAOKCnQwQornTQertQlpCuVCs4alsTyvcX8sqtuS1ShgH/NHSLzezqZDHwkSWqSw+1l7cFS7vh4C/lWsaWRHGHgqQuGMiItAm2IVhdx4TrGZEYFzXe4fEIGse3c16sx5dUuXv/9AP/5eW/A9SsnZPCnk3oTZWoY/NicHnbmV/Kv73cwZ3gKV0zI4P01WbVVjSf3juGfcwYT21Tla60RJt4G278IOlww+Hoe+eAgk3pGkXTw88Cgp0bOWhGkDDirOV9uAw63l4PFNp7/ZS+bD5eTHGHgzVN1NHpLdlRQUuViw6HyoMObD4vxEzHwKfObKet3IZEF9wYd9468CpW+LuCMM+t58vyh5JbbWbGvhHC9hvE9o4kz6zB2UlK+JMjvviRJTTpUYuOKN9firXdMJafczqWvr+a7P0+hV1zwrZ2oMB3PzR/GQ19t5/tt+fj8YqXnigkZXDO5B3pN5/UG211Q2SDoAXhzxUGm9I1let+GSdWrD5Ry1VtiRWTNgTLOGprEc/OHE6ZTkWgxEGvWNX9bKaYXnPNf+GaBqAsEoDHimPUkL29TUuX0MLuXlvDNn4R+jfVvQa+TRSDVQhuyyrj09TW1f6fZpXb2WtMYrDHWzedollRs1Y0X4atqqkifvVxsnfn9oA8XtYBayusRjVLdDpEPZk4IefqvrfSKN5PlPwlLTH+UxYFbWL6kUSgyJjR4TrRJR7RJx+CUiHadm9QyMvCRJKlRdreHl37bFxD01HB7/by98iB/P6N/yFWfRIuBx88fwl2n9cPm9GLWq4kL13VqQ9Rql4dXl4U+OfXfX/cxMi2S8HpBTL7Vwd+/CNyaWrQ5l0WbcwFY8pepLSsBoDPDoDmQMbG2o7svPJlX1lp5c51Y4fH7abwCtEJRf4el2QqtDu76dEuDv9NXNlXz6Jg/Y17+WMMnDZkPYbFYUKNQBD/kpVAQepvQ74eSPfDtnbD/F3EtcRic+TTEDxa9zpqjqgg2vgPLnwVHufg+jrsJRl8t8sLaSWK4ngJrAlumvU5q2Uqid30AShUVAy/D0GcaWlmxusuQgY8kSY2qdnr5Iyd0o8zN2eVUu7whAx8Ak07TMR3Tm8nt9YfsRA5QYnM1KPBYaXeTUx669cO2XCs9Y1vYlVytg4g08QHg81NgqwuuPtvtZGb/+Vh+fzj480dfA5qWr/aU290NSgwAfPVHMVPSTuWcU6PQLHtcJJvrwmHcjSKwMFiIUbiZPSSpNuCr7/RBiUSHOs1U083eXq8dSt4meONUuH4ZxPVreuKualjxH1jxXN01ZyX89i+w5sOsh8UqUjvQqJUMT40g36rnoCmRotSZxJj0aIyRaBupoSQdf+RxdkmSGqXXqEhv5KROj5iwBm0OjncmrYqpfWJDjk/oGU34UV3N1U2cdgvThF568fv9FFQ42JlnZVe+lUJr8KPfSqWCi8am1f555f4yspPPEI1Kj5YxBZKGNzqnUBpbJLrj2xy2JsyF63+DP22Am1bAlDtqV1PMeg33ntGfeaNTa1uGqJUKLhiVwv/NHhCwSlbL74cdiwKDnhpeFyx7SgQ1TbEVwuoXg49tWigCtXakVokCjyMzouiXkUZMTBwWGfR0OXLFR5KkRoXp1Nw8vRdLdgYvunbN5B7o2jrw8bqgIlfURik9AOkTIH5gmzXAVKmUzBmRzJvLD2B1BOakGDQqrpyYiVYdGOhEGDSMTI9kfZAGrgMSwxlorhKrDuEJAWP2Iz2b7vxkC3kVIuBJjzby9AVDGZxiQXtUb7G0SCP3zx7Ag19tB+DSjw/zxpy36WVdjXnHByKXZcx1kDpW5La0QmSYlj7xJnYXNOyRplUpiQ03QHh0yOfHh+u5/8wB3DytF1VODyadihhTI0m77mrY+1PoCR1aLtpxNJWrVF0WtIUJIJrF2oogOnQhR0kCUPj9shxnfVarFYvFQkVFBeHh7bNkKkldTaXdzddb8njgq221J5j0GiWPnTuYUwYmYGrLUyoeN2StEBWMvfUKAUakw+WLIDKjTT6Nz+dnX1EVD361nd/3ij5XozMi+cfZg+gdZwq6wrO3UPRfKrWJeZ09MII/jwknuXwtWlseioxJomlnvWrTO/OsnP7vZQ3aF+jUSr7782R6BNkeq3J6KLI6WL6vBJvTw6TeMaREGrEoqkXOj858zF//lsPlXPDyShzuwC29J84bwuyhSW2beO51w6JbYfN7wccTh8Gln4fse1WrcCe8ODb0+A2/Q8LgVk9T6tqae/+Wgc9RZOAjScE53F6KKp0cLrOjVIjih3FmXaO5Pa1SngUvjhNF/o7WeybMfb3FeRwer48Cq4O9RVXYnF56xZqINeuIDNNSYXdTUe3CD1gMmsZr+Pi8HM7ax+8HbbgVOuaatmD85qbACsw9psG5L4M5gWqnhzs/3cLXW/KCvtw1kzO569R+HddctR6P18fhMjsfr89mzYFS0qONXDkxk/QoIyZ9O2zf5GyEV6cFHzv/bRh4TtOvYSuGd+aIdhFHi+oBV34P5vZLcJaOb829f8utLunE4PeLAmsV2eKXY3RP8a7bGHq5XmoZvUZFapSx/SvzFu4IHvQA7F0sqgu3IPBxe3xsyCpjzcFSBiZZKLW52O2rJLfCzqCkcGLMoSsbV7s8FFidLN1dRKnNyTlD4slceT/zrTn4Zz2G4u0bGh5v2v8rbFgIkxZgc3n4I6ci5Nw2HCrH7vKiaaRrelPKq10UVjrZmFWOUatiaIqFWLMOg1Ytjn37vSKJ+ihqlZKMmDAWnNyHarcXnVrVYHuvTUX3gJmPwuJ7RXsSjUEEuUMvhPSJzXuNsBg47w3439lQcbjuuikO5r8vgx6pWWTgI3V9fj/kb4V350JVvTyU3jPhrH+LjtdS1xEsAbaG3w/e0KexgsmzOiixuVh/qIynftxdez3WpOP5i4ZjMWjQBFm1qnZ6+H5bPn/5eHNtbPPlplw+nz6HyM2voNjzY+jGnategOEXo9fGkhpp4GBJ8MTdHrHGY9pSqrC7eeGXvQFH89VKBY/PHcSsRDthy/8JbpsILlLHBs2RUqmUmDtixUlvwTnsCgp6X8wf2aVU2N0MS48m3qwjytSCrbvoXnD1YtEzq2gnRPeG2D5gSWm/uUsnFLnVdRS51dUFlWeLJorBbphjroOZD4H6+Oz5JAVRsA1ealgMDhDJvNf+0qIk59/3FvPd1jzeXZ3VYMxi0PDFzRPJjGnYHX5/URUznv6tQWyz6Mo+xCsqqFKFo3GWEXnoO8ybXhfJufXdvg0sKaw5UMIFL68KOrdvb53EgCRLs78WEKtQ+RUOfthWwOGyagYlWzBoVDz09XZKbHU5UT9ekU6fj6fVJQPHDYCLPwFL5/SJcri9LNtTzM3vbggoFTBzQDwPnzuIuKaqXUtSE5p7/5bH2aWur2hX6FWCDf8LXAWSOpXD7SWv3E5uuZ1KR4jTOeYE6Ht68LGZj7R4BU+vVvLZhpygYxV2N3sLK4OO/bitoEHQM3dEMrurDJz3hZUZr+5h6sJibs+fRdZ53wTOK2V0bX2dvgnh3D97ABpV3SFyvUbJs/OGkR7dMOBqjN3l4afthcx4+jf+9f1O3l2dxT2fbeXZn3bz9AVD0WvqfqV/sMMp8o1qFG6Hze8H7wjf5CcuFyssu3+ArJVim6mFr5NX4eCGd9Y3qI/04/YCPt+QE7RApiS1B7nVJXV95Q3fydfyOMSH1OkOl1XznyV7+GJTLi6vj+l9Yrn79P70iAkLPEFljIYzn4XEobDqJVGdN7oXzHwY0iaI8sAtoFMrsbtD36QPlwUvSlhYGfhzkxJpYGqfWG79YFPtNb8fftpVyo4CO5+c8V8SPz1bzG/WI7UnlCwGDfNHp3Jy/3gOlthQKRWkRRmJNelaXAagoNLJbR9ubBCQHSyp5qN1h5k9NImP14ncl8OVfjxh0YG/5Ne/CcMvadkx+KpC+OlB2PRO3TVjFFz4ISSNAFXzbiM/bssPGdy8snQ/5wxPbrLpbUg+rwjG9v0MuRshZRRkTgVLKigbf39fXOXkYLGNrzbnolYpOGtoMqlRRqJCFWKUujwZ+EhdX/yA0GPGKNC07F11d+f3+8m3OiiqdGJ3eUmw6Ikx6Qg7hiPrueV25r28KqDy8c+7ili5v5Rvbp3U8Ei3OR4m/xWGXwo+D2j0rW5HYNZriArT1h5BP9rApOBL4lP7xvLG8oO1f54/Oo1Xlu0P+ticcjtbbMkk9pwBk2+HuEEB4watmtQo9TEnhq/eX9LgWHyNH7fn89z84bWBz9RUFerdgT2l8DhEvZvm8nlh0/uBQQ9AdalIML5pFUSmN+ulsktDFygssblav+Lj94tTXm+fWZcUv+FtUXH6iq9FAB1CYaWDv322lZ921K0Kv/77QeaNTuXOWX2JNp14zValE3Sr68UXXyQzMxO9Xs/IkSNZtmxZZ09Jak+RGRDbN/jY1LtbXeStO/L6/Gw+XMFZzy/nrOeXM++VVZz01G88+9NuSqpallRc3+97i4O2e7C7vbz06z7sriCNLVVqkY8SmX5MPZhSo4zcelKvoGM9YsJCbjf1iw+nT3xdQJYZE9Zo647l+Spx4ihjMuhauIXl9nC4tJp9RVXkV9gJlXpZVh1iexDRhqNGdJiWaYmehse++5/ddK2c+qoKYMWzIT5hNRxa0eyXmtJIpezByZbWJ3lX5sGHFzc8Cei0wkeXQWV+yKeu3FcSEPTU+HBtNjvzg2+BSl3fCRf4fPjhh9x2223ce++9bNy4kcmTJ3PaaaeRldXIdojUtZkTRNJmr1PqtkF0ZjjlHzBoLii7VjuFzpRbbueiV1cF9LHy+vy8uuwAP2zLD3lDbozT7eXbEHVsAH7dXYTVHiTw8TjFNmbRTpHA7gm+YtMUlVLBWcOSuPu0fgGFFif1iubtq8aE3F6Jt+h568oxXDI2DZ1adEsP2YcKSIkygiGixfPLK7dz3+fbmP7Ur8x46jfOfmE5X2zMoby64dc7vkfo8gx9480cLrMzqWc0H1+cQfLi6wMfYIiECX9qWaK/1y1Wd0Ip3h167CiDky0kRxiCjt13Rv/Wby3ZikQpi2DKDoryFsGGbC5e/z10o9o3fj9AdbCAXOryTritrqeffpqrr76aa665BoBnn32WH374gZdeeonHHgvScVg6MUSkicJ21cXgtoPeIgIileyj0xIr95dQ7QqeD/PvJXuZ0T++xXkYKpWCyEZuauF6TcM0jMp8WP5vWP+G+PvUmmDsDTD2+oCqyM0VFabj6kkZnDkkkUqHB71aSZRJ12Q39aQIA/edOYAbp/VCqYQSWyaPf7+r4deoVHDKgJavLBZVOrhu4Tq21ltJKrA6uf2jzTw7bxhnD0tCUS+nKTnSwMSeMSzfF3gzVyjg/2YPICPayLzRqVg8JTDiClj3Bnjs0H82jLu55VWv1XrxnLKDwcdTRjf7pRIjDLx/3Tj+8dU2ft5ZiM8PaVFGHjhrIAOTW3ayLUBTAbE3+LjH56PKETqwsTrcMuH6BHVCBT4ul4v169dz9913B1yfOXMmK1YEX5J1Op04nXXvbq3W0EvZ0nHOYBEfUqvtzAv9859vdeDxtiA/5Ai1Usll49P5fGPwk1XXTM4ktv5RZocVfvw7bP2o7pqrCpY9KTpxn3w/aFuet6VRqUiJbHmOjV6jIjlSrFScNzKFjVllLN5etz2iVSl58eIRJFpanph7uMweEPTU98/vdjKuRzQJ9V43xqTjmXlD+WBtFm8sP0h5tZvhaRHcd8YA+iWY6+VhJcD4W2DIPJHTY4wKWsSwSeZ4mPF/8MlVQcYSIXFIi14uLcrIs/OGU1rtxO31Y9apiWttQnMNUxyotMEDHI0BjDFBnxZh1HDygHheWRo8b+uMwYlt24pFOm6cUH+rxcXFeL1e4uMD8wHi4+PJzw++z/vYY4/x4IMPdsT0JOm4Nyw1IuRYWpQRTSsr+2bEhHHTtJ68+Ou+gOtT+8Qyo99RKzi2Ivjj4+AvtO51GHcjRGW2ah7Hwu314vb4+Nvp/bn1pN5szbESYdQwONlCnLnlJ7QAthwOXdU53+oIutWi16i4dFw6549Kxe8XTVWDrqgplW1TybjHdDjjaVjyD3HCDiBlDJz7UquKBpr0akz6Nrz1hMWKRPhfH204Nu1vIfPDNCoVl4xN48O12VTYA3On4sN1nDIgIWC1TTpxnFCBT42jf1j9fn/IH+B77rmHBQsW1P7ZarWSmprarvOTpOPVyPRIIowayoMk0d4xq2+ri8xFGrVcN6UHZw1N4tutedjdXk4dlEh6lJEY81ErEbai0BWRfR7RsqKDA5+iSifvrDrEa8v2Y3N5MevVXDMpk1MGxAWuVrVQQiOrRFqVEm29Y/5FlU7WHyrjtWX7qXJ6mDkgnvNHpTa6jdgmjFEw4nJRCd1RLra/jNEtS5JuT1ojjLlG9Or69VEo3S/KH5z0d8icAprQK12pUUa+uHkCz/60h++25qNUwrnDkrlpeq/aVT7pxHNCBT4xMTGoVKoGqzuFhYUNVoFq6HQ6dDp5ZFGSQOS0fHTdeG5+bwN7CqsAMGpV3HZyb6LCtNz3+VbG9ohmZHokSSESVUOJMGqJMGrpl9hERfSmOo87rVC8F2KCn9Rqaw63l9eW7eflelsilQ4Pz/y0hx15lfxz7uDGG5s2YmBSOEatKmhe1bnDk4g2idctqXLywKJtfLO1Lkl8Z34l76zO4rMbJ5ARpPJ0m1KpISIVOE7fFBqjYcj5ItDxuUVuXzNOAioUCjJjTDx27mDuPrUfKESQ3qad6aXjzgl1qkur1TJy5EgWL14ccH3x4sVMmBCiBL4kSbUUCgV9Esy8f904frhtCotumchnN05g/cFSLn5tNe+szuJP72/k7BeWc6C4qn0mERYLMX2CjyWPEAXq3joNykW9mqJKB3kVjVSCPkZFlU7erFfPp77vt+UHtIloqYRwPW9fOQajNvBGOyw1gttP6SMajQKHSqsDgp4apTYX/16yB7tbnj4CxNaeJaXF5Q+MOjWJEQYSLQYZ9HQDJ9SKD8CCBQu49NJLGTVqFOPHj+eVV14hKyuLG264obOnJkldRoxJR4xJx+GyamY+s7TBikRRpZO7P93Cy5eOavVqR0imOJj/Hiw8J7ADd1QPmH4ffHYtVJfgzV7N91lKnvxxN8WVTkZlRPLXWX3pGWtq05tXhd3doM1CffkVDnoeXYCxRlWRqDNTtFMkA0dlis7kR7be1Solw9Mi+PH2KWzPtVJQ6WBIcgTJEYaALcCvNoU4rg18vSWPO2b1xRAhfp1XuzwUVzmxu3yE6VTEh+vQqOTNXJJqnHCBz7x58ygpKeEf//gHeXl5DBo0iG+//Zb09OZVF5Ukqc7+IlvI4+2rD5RRWu1q+8AHIKY3XP415KwTwU9EGriq4YsbRY4P4Nu/lI9LUzlQLArX/bKriKV7ivnwunGMymi7/JOjV2OOFvJIfEWOOA2VXa9BqTEaLv0CEgYHBD8pkcbGT5w1kmNbP30xv8LOv77fyVeb8/D4/IRpVVw/tScXj02TVYgl6YgTaqurxk033cTBgwdxOp2sX7+eKVOmdPaUJKlLqmykzgmAx9OOdU40evj1X6LR7Fd/hkW3iErCR1SZezRoQ+H1+fn7l39QfAxVpo8WFaZlbGbwQCotykjs0cnZIKoIL/lHYNADImhbeA5Ygx/tD+XsYaG70Z81NIkIo4ZSm5PbP9zE5xtz8fj8qJQKxmdG4KmuYN3+AlyeVjQnlaQT0AkZ+EiS1Db6JYRONI416zAb2nHR2JQAY64Tp3ScR7UPUGkoTT4p6HHwHXmVQQO28moX+RWOkD27vF4fueV2tudWsKegsrZFR4RRy5PnD6VXXOB2VkK4njeuGBW8oKOtCP74JPjXVV0C+X/Avl+h7JCoUN2E1Cgjc4YnN7gea9Lxp5N6YdCqKbQ6WblfVFkemx7Oz1em8lzc1ywoupfpux5GWfBHw++jJHVDrfqt5fV6UdXbM16zZg0+n4/hw4fLE1KSdAKJMWk5b0QKn2w43GDs/tkDSDjW4nONUShg4DmQvxU2/q/uutaEY+7/eHhZ8Bo4CoWopFyj0u5mW56VJ3/cxe6CStKijCw4uS/D0yJqj4JX2N38sC2fR77ZUVvTZWBSOM/OG0bveDOpUUbeu2YsOeV29hfZSIk0kBZtJNES4mSb2yGO3odSvEtUVa7MF/29ep4kiu2FEB2m42+n92f20CRePXKc/bRBicwemli7RXboSBPQ9Ggjz01TkvDRKaLqNaBlFWz7EM55CQae2+jnOpH5/X4qqt2goH22aKUuQeFvQfOdgwcPMnfuXDZv3sysWbN4//33mTt3LkuWLAEgMzOT7777jj59QpzI6AKsVisWi4WKigrCw5s4ditJLeW2i+0aWzGoteIEkzmxs2fVqOIqJ19vyeXFX/ZRWOmkf6KZv53en2EpEZibaPnQJuzlYgWlcIfouB3dkzyfhYlPLAvaqXxG/zienTcMs16Dx+tj0eZcFny0ucHj7jmtH5eNT8egVfPzjgKuentdg8dEGjV8/adJJLe04nNFNrw0qa7g39EuWCiStD0OUCjh5jUiqduaA5s/BFuhaCiaOATCA7e5qpxuPF4/Zr0mIMBbf6iMuS+t4N+zkzlr47XB+2ipdXDz2mZ3VD+R5JXb+XF7AZ+sP4xaqeDS8elM6BXTvsG71KGae/9u0YrPX//6V8xmM1988QULFy7k9NNPR6PRkJ2djVKp5Morr+Suu+7i888/P+YvQJJOONUl4l3+0ifqtjci0sRNMGEIDRtWHR9iTDouH5/BaYMS8fr86NTKY06UrbC7KalyklfhwGLQEGvWhe4BZogQHzG9ay9ZXB4enTOYuz/dGvDQOLOOv58xALNeBGSFlaL+TTBP/bib0wcnYtB6+ef3O4M+pqzazZqDpZzb0sDHlART74Qf/tZwLGkEVOaKoAdES4n8rVCVD9/fU/e4Te9BbD+45NOACskmXfBgMzlCT0K4ngERntDNQz1OKN7T7QKf3HI7F7+2ujYRHmBjdjkj0iJ46ZKRLe4/J3VtLQp8li5dyo8//siwYcOYPHkykZGRLF26lORksff86KOPcvrpp7fLRCWpy9u7BH5+OPBaeRa8fSbcsPy4vhkpFIrW3Ry8HrCXilWNMNEzqdDq4KFvtvPV5rq6NCmRBt64YjR94psoXniEUavmzMGJDE+N4MO12eSUO5jRP46JPaMDVmdKK+1YQyRou7w+8irspEQa2V0QuibR2gNlnDu8ha0ZVCrRJwvgt8fFyo9SBX3PgOGXwKfX1D1WqRYrf59c2fB1inaKZq2nPNRoBWKABIuBt68ag7qsYRPVAI1twZ2AfD4/izblBgQ9NTZklbPhUBmnDT6+V12lttWiwMfhcGCxiCaQZrMZlUqF2Vz3iyo8PJzq6uq2naEknQgqC+CXIL2EQCScHlh2XAc+rVKeBRsWwrbPRJuD0dfg6ns2ryzLDwh6QDTrvPjV1Sy6ZSKJzawIbdJr6Jug4f9mD8Tj86EOsmKmUjTeVFWrBLVSQXKEgZxye9DH9GkkwbtRYTEw5nrofxY4KqCqEHZ+DR9fXpt7A0DySPH3H8rG/8HEP4OlYXLz0fommHFoEyEiHcoPNXyAUiVWkbqRUpuLj9c3zFGr8e7qLKb2icUoG5J2Gy1aWx84cCBvvPEGAG+//TbR0dF88MEHtePvv/9+l87vkaR243VD2YHQ43kbO24uHaHsELx+Cix9HEr2QsEf8PVtFOYd5N1VWUGfUlTlZF9R66pBBwt6AKL95aRGBQ+kIowa4oxK4sL13HJS8PYXOrWS6b2PoSZQTauHhEGio/y61wODHhCrPa5Gvm63XWyHNZM+KhnO+o8Ico520v/VrrxJUnfVosDngQce4Mknn0Sn03HzzTfz8ccf89lnnzFmzBjGjx/Pgw8+yJ133tlec5WkrkulgchGGmsmDe+4ubQ3jwvWvCJOLB3F4fJgd4euJ3OopG1XjON0Hv4zOxnDUZWcNSoFz8/tTZxWBCEzB8Rz5YT0gGKAFoOG/83LIPGPl8VqzbGKHwAXfiAqN9dIHgUzHoB+p4V+XsbkpvuXHS11DFy/DAbNFT93A+fCDb+LE12uhls+J7KoMC3njwy9VXnx2DS52tPNtOhve9asWWzfvp0NGzYwatQo0tPTWbp0KS+88ALV1dU8+uijTJ8+vb3mKkldlzkept8Ln13TcExnFje3E4W9BP74NOiQwVtJuEGN1R48z6R3M3N8msVZBb8+yqCKfL6/9Em+3edmfaGPAdFKzu2jIzmsCrVerH5Eh2lZ0LeMy4cO4FCVmjANJBq8xHtzUe/YKk6UmeLqXtvvF60o7GWgUIlO5fXHg9GZoc+pkDhUbH0p1eJ5xmjQh0PKGDi8JvA5Kg3MelQkd7eExgDxA8XKj70cSvfBV7dC3hYReE3+C/Q9HUyxLXvdLkipVHD2sCQ+XJfdIM9nZHokI9IjO2lmUmdp0XH27kAeZ5faTXUJrHtTbP/UnupKhwvfxx7RB7cPTDo1SmUj/Qm6gsp8eO1kcaT7KJ6es3g14e/8a0nD7a6MaCMfXj++7U7YlGfDv4eC78gKU/oE3OEZaGy5cGApnHSfCABArOj88ZnIi9n0rjhx5XGK4OSk+0ATBiMvF8fBXVVwcLmoJl15JFcpth+c+7JoRRFsi6k5rHmwcSGseVkEKz2mwckPiIat6laeovP7Ycci+OiyhmOjroIZ97c8qOqi8srt/LSjgI/rH2fvGSNPdJ1Amnv/blXgk5OTw6effsru3btFN+c+fZgzZ07t6a6uTAY+UrtyOwLq+JToUtlZ4uHVZfux2t3MGpjAGUMSG+/b1IkKrA6ySqvZW1BFWrSRzJgwko5ORvZ6YdkT8OtjQV+j+MZtvLWpileXHcDpEbkrozIiefqCYaRFteHXXXYInhsC8QMpGnwdHmMcYcVbCN/8qvj+T79XHDkH0Ux03xL4/Prgr3XJp5A+Uayk5GyA104SQYVKg6vvOVgTxqL22IgYMVfk9LSW1ytq+Ph9oDOB3tL61wJ8FTkoXzsp6LYjALesCygTUKOo0sHB4mqW7SkiKkzL1L5xxIfrMGq79paQ3++nwu5GoVCE7rEmdVntFvi8+OKLLFiwAJfLhcViwe/3Y7Va0Wq1PP3009x0003HPPnOJAMfqaOU2Vw8+eMu3l0duPoRa9LxyY3jSY8O66SZBZdVWs3lb6wJ2C6INet495qxDY+hW/PEMf2SvYHX+54Bs5/FoYumqNJJhd2NQaMi2qRt+0q69nKK965naUU0L6yuoMDqYHCymbsmRtBn+38wTrpBbDsB2Erhw4sga2Xw1xo8D85+XqwEfXwl7PsJb8Iwsme8yJubq1l60EaEQcP14xMY1TuZGHPnryIUWh0oi3YQs3Ba6AddsBAGnBVwKb/Czo3vbmBjVnntNYUCnjp/KKcOTJD5MNJxq10KGH7zzTfceuut3HbbbfzlL38hMVHUPsjLy+OJJ57gz3/+MxkZGbKWjyQ1Q265vUHQA+J007M/7eGRcwcdN++wy2wu/vrxpgY5EkWVTq5+ay0fXDeeEpuTLzbl4PL4OGtoMj0u/omYrO/E1pFaB2NvgMRhYIpDj+g/1ZK1kcJKB2U2N16/n0iDhvhwfaPbglbCeHZPLO+sqdtyW7m/jHMPlPHWhX9hqqXe6Sa/O/SqCIA1WwQ9bhsUbAFDJPtO+i/nLjyErV73+huyyzlvRCX3njGgth1Gc7g8PooqHbi9fgxa1TFvv1jtbh79dgc3D4FGz3BpA/uPub1e3l5xKCDoAbG49ZePNzMsNYIesYHPqZFvdbC/sIqtORWkR4cxKDmcJIuh62/dSiecFv1Wffzxx7n77rt5+OHAImyJiYk8/fTTGI1G/vWvf8nAR5Ka4ZuteSHHvt6Syx2z+rZL4FNgdVBc5aTK4SE+XE+0SVtb6TiU0moXaw6UBR27aGwa//l5Dx+srQsw3lmVxbS+sTw+dw5x/WeLAoba1q1gebw+tuVa+fMHGzl45NRXrEnHI+cOYmKvGMJCrEAUVToDgp4afj/c+10Wn96YQnzNRa1ZnLAKVXIgfaLI8/F5wJKCNX0mDy0tCwh6anyyIYerJmU2O/DJr7CzcNUhcsqqsbt9HCqp5s8n92ZCz2gshtatghVXOflycy4jYhPpmTwaZc7ahg/SGCGm11HPc7FwVZD6P4jv2+LtBVw/tWHgk1VazSWvrSartO5Unlmn5t1rxjIo2XJcBj8Vdjdl1S68Pj9mvZq442CVTuoYLTrOvnHjRi699NKQ45deeikbNmw45klJUnfgDdZo6ohGho7JrvxK5r60gjP+/TvzXlnF9Kd+5aGvtlNU2XiHcHuQGzyI01AJFkNA0FPj111FLN1dJE4ztTLoAVHccN4rK2uDHhCrYte/s549haHr32zLtTb6mtYjzUgB0BphygKRzHw0bRgMu0hUYzZGwdS7sSZP5fd9wQNBgCU7mnf8vbjKycasctKjw/AeSW6/5aRe7C2sYtme4ma9RjAlNhd+P/x7ZQk5U58UJ8fqU6rhgv+BKSHgss8HVc7QlZ0Lg/ycVNhd3PPploCgB6DS6eGKt9aSb3W0eP52l5fqRuZxrPYXVXHjO+uZ9sSvzHjqN+a9vIoVe4updnWvqtbdVYveTvp8PjSa0O8MNRoN8pCYJDXP6YMTeXnp/qBjMwfEt3nyZW65nYteXUWJzVV7ze+Hj9YfJjFCzy0n9UbjqoTKHNjyiTiFNmA2xA0kwmhBp1bWJiPXOKl/HN82snL1xvKDnNQ/jqiw1p1K8vn8fLkxh0m9YhiVEYXH6+enHQVsyi7H74dnFu/m+YuGB12xMmobP12lVgW+76s2paO9dBHqr2+ty01KGCJyeyLqVdVOGQ3FZSgoI9RvO1UzVzisdjcvL93Ppuzy2mufbsjhrKFJmHRqCiocxFtavhJhOrIKVlzl4rJF5fznzEUklK4jIn8FNktPDEPnoI1MFY1y6zFqVQxPi2iw1VVjWt+Gx99Lq1ws31cS9PGlNheHy6obJsCHUFjpYMvhChauPITb62PeqFTG9ogmoRXfg1Byyqq54OWVFFfV/Ts4UGzjktdX88XNExmSEtFmn6uWvQysubDrO1HMtO9pYEmFsOimnyu1uRYFPgMHDuTLL7/k9ttvDzr+xRdfMHDgwDaZmCSd6FIiDcwekshXWwIDh3CDmjtm9Q25hdNauwsqA4Ke+t74/SBXjYrGsv09WPz3uoENb0HCEJIu/IBrJ2fy/C/7MOvUzBmZwpiMKBIsOp78IURDTKDS6W50ZaspLq+XCb1iKLa5eG91Fjq1kjOHJnHN5Ezu+mQLO/KsVLu8QQOfvglmtColLm/Dqscj0yOJqBdYFlY6ePz7vWzMcrNg/Ov0sXjRadRExcRjigpcFcEYRUS0jlMGlPHDtoKAoSEpFpIjDJwxpOneT36/nx+3FwQEPTUWbc5lRv84qt2tW4GIMWnpGWtiX1EVB4ptnPk/G33iM8mMGUSkQsttuhQMHhWWo75tkWFa/n7GAM7774oGq459E0xBe6kdHQwfrbza3eh4jcJKB3d8tIXf9hTVXluxr4T+iWbevGJMmwU/y/YWBwQ9NXx+eOKHXbxw0QjC2/JNR3UJ/P4MrPhP3bXf/gmDL4BZjzRd/0lqcy36zXrTTTdx4403otPpuO6661CrxdM9Hg8vv/wy9913Hy+++GK7TFSSTjTRJh3/N3sgpw9O5NVl+6mwuzm5fzwXj00jtS2PdR+xvyh0xV6nx4fRkR8Y9NTI34JyzatcN+lOkiwGUqONvLn8IAtXHmRQsoXTByWycn/wd/wn9z+2lavCShc3vrs+4Eb1zOLdDE2xcP9ZA/lgTTY6dfAd+zizjmfnD+Pm9zZQfyE60qjhn3MH1+bgONxeXvxlH58c6ed086K671PP2DLevzaCuKOSjU1hYdx9Wj/WHiyj1OZiWIqZJ06JIib3Vywlm/DuGIqt56lUGRKxhBnQaxquPhVXufgwyBZhjR+25TMus3UrArFmPa9eNpJLX19T24Nsd0EVbq+f/1w4nDs+3ozN5eOy8WmMP6qWTf9EMx9dP54HvtrGHzlWdGol549K4aZpvYImXZv1Gsw6NZUhtqZ6xDZvm3PL4YqAoKfGjrxKvvsjjysmZKBQHFuukM/n55edDT9HjY1Z5dhcnrYNfAp3BgY9NbZ+BP3OgIHntN3nkpqlRYHP5ZdfztatW7nlllu455576NmzJwD79u2jqqqKW2+9lSuuuKI95ilJJ6RYs47TBicyvmc0Hp8fi0GNRtXKAnhN6BMf/DQOiC0M1fbPQz95/RuEj72OyX1iOfuF5ZQeWTnacriCP53UiySLntyKwFyOcL2aKyZkoFW37utxeby8tfxA0Hfnmw9XMM/r585T+4Y8Bq/TqJjWN5bFt0/hk/WHOVBczeTeMUzrGxtQJ6mw0sH7a4L3D9tXZCOrtJrD5dWYdBqiw7REm8S2XWaMiUU3T2TZnmJmRuYS/cnM2nYQyj8+RvPrw9jO/YiVyn6M7RHd4Bi4z+9vNKek2uXFqGv9z0KPWBOf3jierNJqskqrSYsyUmB1cuVba2tzujZklTEqPZIXLh5RG9QYtGpGZUTxv6vGYHN6USkVRJu06EL8PcaH67h9Zh/+8dX2BmOnDownxtT0Nqfd5WX5nmJm9I/jYLGNfUcF6e+tzmL20KRmvVZjlEoF6dGh31TEmXUh+761itsBqxpZDFjxHGROEbljUodp8Vr6k08+yfnnn8/777/P7t1iiXvKlCnMnz+fcePGtfkEJak7aPMaNkH0jDMFDVAA5o5IRnEg+KoNAM5K/H4fX2/Jqw16avz9i208ft4QvtmSy6LNeXh9fk4dFM9tJ/c5poKEZdXuBtuA9f26q5Azhwxp9DWMWjW94szcfVp/vD4fqno3Nb/fz+EyO3nljka3a7YcruCVpfuJCtNy64xeJFpEvkqMSUucRcf8/hoUb1zXsAeWx0Hcd9ew9+TPKaw04a90YHN6MevVxJp0RBg1zBwQz8IQTVvPHpbU5Gm7piRYDCRYDIxKj+LtlQd48KsdDR6z7lAZGw6VcdrgwO25qDAdUc1YrFGrlJw7LJkwrYqnftxNYaWTMK2KyyZkcOWEjCZ/tl0eL/lWBxFGDZVOLePHRJMaZeSxb3fUJrR7fP42yx89f2QKry7bT7CXu3FaT2LNxxZcBfC6xFZXKPZy8DVvK1BqOy0KfKqrq7njjjv44osvcLvdzJgxg//85z/ExMhuv5LUbjxukXB8YCmU7IO0cSLp1tKySumJFgPvXjuOW9/fyNacCkB0H792cg9GZ0ah0J8F698M/uSeJ+FShbFkR8ObdL7VwdVvr+WScen8cPtkNColFr2mdoUjt9zO9lwru/Ir6Z9kpl9CeLOSXRWAppEkYY1K0WAVpaDCQU65ndxyO6lRRpIiDLU3MtVR7+R3F1Rx/ssreHzu0JC5QADx4Xr6Jpg4f2Qq//flttqTTSadmvtnD+DUdAXm8uBHwHHbSU5I5P6vtvHrLrHFolYqmDc6lT/P6M3Vk3vw5ebcBr3LesSEMa5H2yW+lla7eGdV6G21d1dnMbVvbKvLJ0SGablgVCpT+8Rid/vQqpXEmbWBq5ceF1TlQ3mWSPCNzMQTFsfa7GqueHMNbm9dJBIdpuWpC4Zyx8dbKKpycu6wZKLa6M1BUoSBZy4Yxl8/3oynXiLT+SNTmN6vjfNttCbREy1UYcxeJ4M+om0/p9SkFv2U33///bz11ltcfPHFGAwG3nvvPW688UY+/vjj9pqfJHVvXo9oXPnOHFFAD2A5otHkFV9DVI8WvVxmTBhvXzWakioXDreXCKOWWLNO5KDE9xeVjPM2Bz5JpYWTH8SvMxMVojaN2+tnc3Y54XpNwDv8XfmVXPjqqoBVoliTjvevG0uvuMYbkkaHablgdCrP/rQn6Pgl49IDtiUOFFdx+RtrA45V94k38frlowNypmpXeirs/HPOECxHkskf+bbhakiPmDCsdjdXTszkuv+tDwiOqpwe7vhkC2nXjGSsKV60IjlK6eR/8JfPd7HuUN3Rd4/Pz7urs1AqFNxzWj8W3TyJF37Zyw/b8tGqlcwbncrFY9NrV5ba0uBkC1dNysSgUeHz+1EqFHywNgu310fII2rNpFAoSAg1Z5cN9vwIX9wE7iN/PyoNBVes5fqFuwOCHhDH8Z9ZvJtLx6fzwZos5o5MQaVqmy2oMJ2aWYMSGJEWwdacCmxOL8PSIogz69p+5VWpFDk8K/4NtqNyi7QmUdSztX3YpFZrUcuKnj178sgjjzB//nwA1qxZw8SJE3E4HKjaKS+ho8mWFdJxpTwbXpoAziA1aTImw7x32rbJpDUX1r4Ga18HVyX0mA4n/0P0c1JrWX2ghHkvrwr61P9eMpJTB9WdgCq0Ojj/5ZUcKqlu8NjecSbev3YcMU1sK+SW27n09dUNcj5OH5zAP84eVJvzUVTp5MJXV7E3SF2fMZmRvHLpKCKMWjxeH5sPl3Pzuxtr68uEaVXceWo/dGol93y+tXYLZGBSOHed2o+P1mUTa9bx5vKDQec4LjOKl3utxLLswcABhZJd835n1lvBn6dRKViyYBpp0Ubsbg/l1W4UiKR3TRvd5Gv4fH6+2pyLH3jo6+21p/uMWhW3zujNqPRIRmW0Y55JwTb470QC9pe0Jlae9h0Xfhh6JeqTG8aTaDGQHNn2QWCHKtkHSx6CnYtEH7ZeJ8MpD4t/V61tais10C4tK7Kzs5k8eXLtn8eMGYNarSY3N5fU1GNozCdJUnAl+4IHPQAHl4n8gbYMfMKTYNo9MPoacZM60ijT6/NTUG4n1qTjusmZvLIssMLxeSOSGZURGTh1myto0AOwp7CKEpuzycAnKcLAO1ePZcX+Ej5dfxiDVsXl4zMYkBgekOhaXOUMGvQArDlQRkmViwijlpwyOxe9ujogp8fm8nL/om28dMkIFl41hgq7h6QIPdtyKrj9w02cMiCefY0UStxXZMM+67SGgY/OTK4r9BFst9dPpVPkdxg0agyWYytf4PP5Kah04HB70apUxJq1tYnlSqWC/onhnP7vZQHbO9UuL//8bifvXzv2mD53o7xuEUwf/R5braMqRGHMGmFaJcm+XNi4SuTLpE8AU3zX6ygf3VPUg5r5EOAX21t6+ca6s7ToX5rX60WrDVwKVKvVeDyy2qUktQtHeePj3sYrLreKSiMCoCPKq138sC2fx77bSXm1m6snZfLO1WPYfLgCv9/PSf3iSbToG7RoCFXtuYbD3Xj9lxqJEQbmjkjhtIEJKJWg1zT8tWV1NJ4gajtyeurrrXkhE5lf/m0/U/vE8tySPSxZMJUN2WWU2FzkVzjIjDWxNEQl5cxYI4aoZHwXfojy54egeDdE9aB49B2YzaG7qysVENZGLUlKbU6+2ZLHc0v2UFzlEsnF4zO4cmIGceF6vD4/n244HBD01Pfckj0MTLK07THuGh4nFAfZrrSX0jMi9NcfHaYlwlMCr44MDJpGXQ3T74GwhsUUj2s6k/iQOl2L/tX5/X6uuOIKdLq6d1oOh4MbbriBsLC69P/PPvus7WYoSd1ZbL/QY2ExoAt9Y20rq/aXcNenW2v//PrvB/jfyoNM6hXD4+cNDXkKJtqkRaVUBC1gqFUpiQxr2U02WFfwaqeHCru70cRXtVKBxaDB4/UFLRZYY39RFfPHpHLVxAxizTruOrU/bo+f77blc8XEDN5bfahBLgrA7Sf3xRIeDuGnQsooXE47Dp8Kh8pCIgp6xZmCrkadOjDhmI9ngzgV9dHabP75/a7aazaXl5d+28ehUhuPnjsYnd/VaAuP/UU27G5v+wQ+aoOodn1wWeB1v5+Y/Z9z8cjTeXd9w/yov5/eh/jFNzRcKVr3OvSY1qCrfJfgPpKnp5F9wTpTizaSL7/8cuLi4rBYLLUfl1xyCUlJSQHXJElqI6Y4GDQ3+NgpD4G56QrBx6Kw0sE/v9vZ4Lrb6+eXXUVszArdryrGpOPScelBx66enEnsMdz0/X4/B4qruOfzrUx/6le+3pLLzAHxQR974Zg0Yk061ColQ5JD/35Kjw6jX7yZm6f3IvxI9/dH5wzmp9unkhZl4K0rRhFjqguwjFoVj547mAFJ9ZK0w2LQRqUSHpNESmQYyZFGXr98FL3jAt/pT+wZzd9nD8CkP/YVn8JKJ//5eW/QsW+35uOqrkSbvZTBsaFzSXrGhmEIUmTxaKVVLnblW/l1VyF/5FRQWNmMPlwqFZ6hF4O64c0+fM0zLJiexiPnDiLxSGXmfglm3r5yNCexFmX2iuCv+fszUF3a9Oc+XlTmw85v4KNLxceu78U1qVO06F/dm2+GOOoqSVL7MEbBqY9B/EBR/dVeJvIFTnlI5Du0ZbG1IFxuX0Bz0KOtP1TGzIEJQcfCdGpumS6KG7742z7Kq91Eh2m5+aRenD00CcMxbPNklVZz9vPLsTrEFtZLv+7n2fnDMOvVfLU5D5fXh16j5LLxGVw7ObN2tWj20CSe/2Vv0O2uBaf0YVhaYJ6SWa/BjB0OLSdj/UK+OvMKirUZeFUGYqKjiYswNVmgMT06jPeuHUdRlZPSKifx4XqiTbqQJ+Raymp3B+0SX8PkKUH10WWcP/9XXlujCLpqtWBm3yZXe3LL7dz6/saAE2o9Y028ccUo0qNDF/xxuL18skfByXM+IeGnW6H0SH86cwLWU57GoNdz0ZhYTukfj8fnR6dWEq31wvv/Cz0ZW2Hd6snxrjIPPr4CsuodCtjzI2RMgbmvgjn4vx+p/bRtMyBJktqeKR4m3AZDLxSJomo9mIOvbrQ1tUpJVJi2QdHCGk21I4gx67h6Uiazhybh9PjQaZTEmfXNbuIZjMvj443fD9QGPQAur48/f7CRs4cl88mN49GplRi1auK1TrTlf8CurRCeTFL8EP531Rhufm9DbUVovUbJnaf2Y3haRPBPmLUCz7JnKRpzF8WqWPw+H3G+w8T9/gzqGfc268YVa9a1bWE8ELkzDiuJWi8pkQYOl4nWFOnRRuaPTiUtKgy314cm9zfwuUlZ+X8snPcwf/oqt7Zys1mn5v7Z/eiX0HhpAavdzX1f/BEQ9ADsK6ri6rfX8f61Y4k1B9++Kax08tC3u3kjwsAdE9+kn8UNfh85TgP7K82MroQ9e/MIN6jpFWfCrFeDzwtpY+HAb8EnlDyq3YP+NrPv18Cgp8bBpaK+z8BzO3xK3Z0MfCSpK1CpAhKOO0qsWcf1U3rwWJDtLp1ayfieTRcvVamUJDazO3dzlFe7+GlHYYPrbq+fT9YfJr/CwauXjcJgz4N3LwqoS6TVWxh95fd8euME8isclNvdqJUKDhbbKLW5MOnUgV3bKwuw7/mNFcOe5i9f5FBeLQo4hhvU/PPU65laWUFYW79j9/vBUSGOOeuCBCQ+L5QdhDWvwL4lRBqj+WrmTfxqS2djiZqhKRG89vt+duRVMjYzillDHWgA7YEljK0uZNFp91KqT8Pj8xNDBXHJajRNVIgusbn4ZVfD7znA3sIqiiqdIQOfSocbp8fH/mIbN35ZV5bgyfOHsPJAIf9Xr9WFQaPiv5eMYFx6OLoe02HNq2KVsz6VBkZdBcoucPuyl8HaV0OPr3kFes6QJ7w6WBf4yZEkqbOolArmjEhmV34ln23Mqb0eblDz+mWjSWqjjtktoVQqMGpDby+ZDWpUPhf8+H8NizE6Kig9+Af3b6vk192Bp7Se/HE3X94yMbADudtOVq9LufatAwHdyq12Dzd/cYivrh3KoLb4ompUHIZd38KWD8XK3tgbIGVM4Apf0S54/eR6LTL2EJm1ilnTHsCZMIe/fFz3Na87VEbRtOGkHfmzomAriYvmU5sZljAYLm2kR9sRNqcnaIuHGqFWBAGMQXKHRmdEcrjMznd/BOa52N1ern57HT8tmEqGQgVzXoXlz8LB34/MdwhMvRNcVSK5v7XsFaKK9J4fREXp3qdAeAqEtV21bAB8PrFKG4rHKQJZqUN1kbVCSZI6S6xZz//NHsCSBVN55dKRfHDtOL778xSGp0UEro50kBiTjisnZoYcv2J8Blp7Eez4ouGgPoJDhv4Ngh4QN91/freDynpH413qMF7baCPYKXC/H15akU91iK7kLVaRDW+dAd/eAYfXiZv9h5fAoj9B5ZFTT/Zy+P7uhn3BgPLIQTz+4+6Aa16fny/3erENvarh51Np4IxnmnUsPFyvRt3I9mSwru01okw6JvcODFLOHZ7Cu6uD9yjz+Pws2VkAMX1EEnDKGFGo84KFItH/j88geWSTcw6pugxWvwQvjIEf/w4/PwQvT4Hv7oSq4KtarWaIhMEXhB4felHXq0l0ApCBjyRJTYowaukZZ2LmwATG9YwmOcLQKUFPjZP7xzGhZ8NKwxeOSaV3vEm0RQj2TjppGN/vC1376JddRVTWyx2qVprYWRT68bsKxTHwY+b1wLq3xBbW0fb8AIVHtoMc5SHzXqyq6KArL0//XsAPsZfjnPs/SBoBlhQYdD5cvwwSG2/yWiPGpGPe6OBFaif2jK7tWB+MxaDhsTmDGZBoDrhWk2cUzIEiGxgjRb2evqfC7u9hxyLRUuXUfx5bQnDpXvj1scBrCiUoFKJyecF28ffgDp3U32xKJQw6FyKCnG6M6gF9TxOfV+pQcqtLkqQuJy5cz3Pzh7O3sIrPN+Sg16qYOyKF1CijOC3lMYkTcUcfefa6MTTyW0+rUlL/NmTU6+ibYKpt6nq0PnGmJo+BW+1uSqqcVDo9hOs1RJu0DbuuVxfB5vdCv8i6N0WLEhTiRhlk30mjCn4D9fthwdc59LhpCsMumSy2XnQm0Daj9foRRp2aP5/cu15vLz9KhahF9PfZA5o8oZYSaeTtq8aQV+HgYLGNXnFhDEgMZ3te8NpC43se2XIKixEfqWPFF3KsQYLHBatfCbymVMHZL0L2anhjluiJp9KI1Zjpfzv2U1eWFLjyG9j4Hmx+X3wNwy6GofNb3GhYahsy8JEkKZDXC7YC0VNIGyaW649DsWY9sWZ98ARrcyJMvw++WRB4PWcdp02y8O/ldQXzLAYNI9Mj8fshPdoQUIFaq1ZyzeQefLYhp8F2l0IBN03vFbSwYo38Cjt///IPFm8vrH3OqQMTuH/2QBLq50f5CRrM1I0fOX5viITTHoewOPGk/b/C1o/BZSOycDVDUwax+XDDIM2sUxMbrgdj65PM48x6/nZGP66d3IMqpxujVk2MSdfsWkQ1f19DUiIAuPeM/lz82uogn0fH8LQgP3NtsTLic4uj8PUNv0x8Hze/X3fN64YNb4utxbP+fezbUZZUmPxXGHk5oBDBnOzR1WnkVpckSXUq8+H3p+C/k+DZwfDBJZCzAdz2zp5ZUAUVDrbnWvkjp4Kccjuemu7pSpU4Jnzmc3U5LCotDJ5HYmw0N03riUal4L4z+vPQ2QOJNmmJM+s4Y3AStqNydtKjjLxy2SgijHWrNOEGNc9fOILMmNCrJhXVLu7+dGtt0AMitvnuj3zuX7QNq71e0mtYjLgxnvtfuOB/Iqdl9DWgOdJVfuTlYjumMg/2LoFProRPrxErWvPegchMoqjkqfMGE33U6otWpeS/l44kvg2O0xs0atKijQxIspARE3ZMBRgHp1h46eIRJNTLDxrfI4oPrx9PUhueAgygMYrtpfr6zIKtHwV//I4vG3ZVby2VSqwemeNl0NPJWtSdvTuQ3dmlbquqED6+Eg79HnhdqYIrv4fUMZ0zryDcHtFl/db3N5JbIQrZhevVPHDWQE4ZEF+3leTziWDBbQOVTqyUaA2UVbsot7l4+NsdLDnqaPw5w5K474wBAQ1UPV4fRZVOiqpEXkqMSUecWddontO+wipmPB08H0ehgJ//Mq0ucKouFTksPz8EtmLxPe9zmgh41r4Bs58VOScvTwFnZeCLmeLgsq/Ef41R5JRVs/ZgGasPlNA7zsxJ/eNIsuibLLTYGfx+PwVWB1aHB41KSVSYBouhbQo7hlSeBa+eVBfQXPA/+Oiy0I+/8ntIH9++c5LaRLt0Z5ck6QRWdrBh0AMiSfi7u+DiT9r+uG9Leb3griKnSsXFrwV2Wbc6PCz4aDMfXj+OsZlH5qlUNsij8Pv9ON1e1meVNQh6AL7YlMs5w5OZ1jeu9pr6SC2iltQjqmikcarfD1a7CwgTf9j9PXz157oH+Lyw82vxdzL/PRzqcHTLnkFxdNADImDduxjG3QxAcqSR5Egj5ww//vNHFAoFCRYDCR3Z6SgiDa76AX56EHZ9LVYCG9NYjR17OVTmwu4fxfZYn1kip8fYMPFeOn7IrS5JkgRrriimpgpSzC53A7iC3HQ7is8LpQfg18fw//wIX6zdF7LL+tM/7qaiOnRdmX1FVXywNpv3QhynBnht2QFszsY7vjfF3MQ2kKnm21yZB0seDP6ggj+wl+WydtchFPsWh36xnV+L2jZS80T3hHNehFs3QdwASB0X/HFxA0If968uhWVPwYvj4af74ZeH4eXJ8MPf2v5YvNSmZOAjSd1cbrmdRZtyuGVTKo+a72X3+b9SNfTqwAepdaDoxK2Swu0i72jZE7hcTjbnhw5s9hRWhTxiXmZzcdenW1EAVY3U37E5PYSIq5ot2qhhTHpE0LFJPSOJLtkgCti5qhttWFl9cB0FNj/oG1kWMUQFD1il0HQmsfoTmQ5zXoG4/oHjUT1E/pQpLvjzC3fAin83vL75fXFCTDpuya0uSerGskptzH95VW2eDMArq+Cx0y7nrIEOwra9Ky4OnndslXKPha0EFt1au6KhtWbTP1rJLyEenhFtRB/iiHm53cX6Q2WY9Wom9ophd0HwVZLThyRibuS0VnNEKe08c2oUt37nZ31W3UmrcZkWHp+iJWLp3yHjQ1BrRWDpCV7XxmNK4qMNFUwddj2xOdcH/2TjbwZNOyUEdweR6XDZIqjIgfKD4hSWJVmcDgzGbYeVz4d+veXPQcak4/ZEZHcnV3wkqZuyOT3867tdAUFPjb99f5iiIdeLLNzonqJNQAfeWP1+P/kVdnblW9ldoaBw6A3iHXhkJorUEZw3PCFkJeHbT+lDhDF43obnSGfypbuLmNYnNmj9mfhwHacPSkB5DI1UAVBrSV73OK8O2sHiK9P56MI0froyjZf6bSXps3NEqQCVViRcD7sk+GtoTRSZ+rLmYCkbFANw9D2n4WPG3gCx/Rtel1rGFAfJw8VpwJRRoYMeEPk81SWhx+2ljbeqkDqVXPGRpG6q1Obi+23Bt1j8flhRqCbjsq8hukfHNEj1uqEyH5+jArtfyzfb7DyzLJ8qp4fMmHieOecrBrk2o17+FCllebx14QL+9Pk+yqrFDUanVnL3qX0YHOGCkn0iN+OoxNRwg4a0KCNZpdU88NV2np03jE/WH+bH7fkoFQrOGZbEjdN6kRxpPPavRxsGo68h6q3TiQLRVNNXb3tt8oK6+U35KxTthEPL68Z14RSc/R73/SyKMN705WEePuU2pgy9nohDP2DQ6VAOOEusTDSxslBa5SK/0sGu/ErizDoyYsJIDNfXBXc+r9husxWJv3xTLJji5fZZKFqTOBYfakur54zGtyalTiWPsx9FHmeXuotDJTamPvFryPF7TuvH9VN7dsxkbMWw+QP47V/gtIJCgafnTA6MeZDzP8imvNqNTq3kh8tTyXhvMvh9eJNGUjDuPorCB+FBSRxlxK3+J7odn4iVqj6n4z31cYqVMei1KiwGcRNftqeIy95Yg98vgqUzhyQysVcM8eF6BiaFh1wtapXqUtFh/NdHA69PWgATbgFjvVNytiKw5kHBH2CKpyIsk0s/OcyWnMCkcqNWxX2n9+eC0SmoVU3nXRVUOFjw0SaW76tbobAYNLx91RgGJ1tQeZ1waAV8fq34ewDQhcOZz0KfmcE7xEtQlgWvTmu48qMNE+1Aojvo345Uq7n3bxn4HEUGPlJ3UWpz8un6w4Tp1BRVOvl0Qw5ZpXX9ib7+0yQGJXfAu1afF9a+Dt/d0XAodgA/j36Zaz7LBuDmCfEsqPgXqn0/1j0ocbhYMfnw4gbP96ZP4svej/LhtmruPLUvA+KM+PGzt8TJEz/sYvPhcuLNem45qReTesU02nOq1RxWcconayXgh7TxYnvL0Pj3tsDq4Jb3NrD2YFnA9fhwHZ/eOIGUZqxKOdxeHvlmBwtXHWowZtap+e62yaR4suGl8cF7m12zRGz7SMEV74UlD8DObwC/WOmZ+bBosCqLFHY4WcdHkqSQbE4PB4ur+WVXETvyrCRHGrhhak+Kq5w8vXg3J/ePI9ESuuN2m6rMg98eCzqkLNrOAEMZJp2aKqeHdXlu7Cl9MdUPfPI2Ino+NKQ69Dujx3tw9dWTVLER3eqFKN1VDBl+KS+cNwkbRjQqJTHtEfDU0IeLj5heLXpafLie5y8awdLdRby98iBOt4+zhiYxZ0Rys7fiiqucfLQuO+hYpdPDzjwrKbkfBQ96AJY+DnNfl6s+ocT0gnP+K3J6QGxvyS2u454MfCSpm/H5/Py+t5jrF66vvVZW7eZvn2/l2smZvH75KIakWNpn9SMYV3XDZqL1aEu2k2AZwN7CKjIj1ehsuS16+ShfMWeVf4/x1zfqLu5ZTHhMb8Iv/RJMbVPoz+b0YLW7sbk8eHx+zDo1ceE6NM3YjgolPlzP+aNSmdE/Dp8fIg0aVI1Uiz6ay+MLWe8IRCkDKg+HfoGi3eLvRwY+oelM4kPqMmTgI0ndTEGlg/s+/yPo2BvLD3LJuHRizR202gPiKHdjx7nNqZRXu1Ao4PIhRjSffBP4gIzJop9YCDpTFOrNbzUcKN4jup5PuxtUrf9V6Pb4yCq1UVbt5oVf9vHr7kKRH6xTc8tJvTh/VArRYccWREa18vkGrYpYk6621cbRBiRZoDJEgT6AmN6gbYNEb0k6jsjj7JLUzZRXu0PeCL0+PweLbR07IVO86JAdjCGSPG06VU4Pz83tR9q2l8BT7/i9PkJ0K7fmBH9+bD+U1cV13c2PtvHtY25CubeoitUHSvn7l3/wy67C2ibrVU4P//xuJ59vyMHrPcZqiK0Ub9bzl1l9go71SzCTFmWE4ZeEzkeZcqdc7ZFOOHLFR5K6GVUT9Wl0IYr/tRW310epzYXfD1FhGrQaPUz+C5Tug30/1z0wLBbn/I9R+JL5aUFP4rQeVAlX4lO4UFpzcWVMRzFoDj5LKroZ90PF4cDj4LH9KJr9NtGbXgo9GY+L2vygqiKoKhCBkCleHIc3NbIaAlTY3Tz5/U7mjkplR17wlh7/+Xkvpw9ObPuO434/OMrFMfkQwYlSqWDWwAQ8Xj9P/riL8mo3SgXMHJDA38/sT1y4HgzpcOGH8Pl1dVuOOjOc8RTE9mvbOUvScUAGPpLUzUQZtfSMNbGvqGHVYqNWRWpk+xUqzCmz897qQ3y8/jB+P5w1LIkrJ2SQEpUIc14TgUfJXlElOiIdXXgSwxQiUCusdPDI7wo0XEtspIK9B30MqCrlgqEKYqMj0M5bCFWF+K15OHVR/HxYwfOfF/HGpJNJ2PBW8An1ny1q4JQfgg8vg7xNdWMpo+G8NyEiNeTXU+Vws6/Y1ugqWYXdTbUrdHuMVqk4LPpzbf0Y1AZRxDB1tAjYjhJp1HLh6FRO6hdHldODTq0k2qTFpDtSo0djgJ4niSPYNXV8wmLBnNC8Oj7WXJEHpNaKvzeN3BqTjm8y8JGkbibGrOPf84dxwcsrsbnqTvMoFfDc/OHEhrdPUnNuuZ35r64ku9Ree+313w/w9ZZcPrtxAsmR0aL7e/yABs/1+fx8uSmXLzflAXD16BgeGu0idv0zqD7ZhT+6D0y7C+L6o4jrj9LjpZ/eztSKwxQYYolLHoMyZ03gixoiRRFBlw0+viow6AE4vBa+uBEu+F/IbtsKn4dqp5f48NA5UVqVEp26+atofr+fAqsDq8ODRqUk0qgJrC1Ung1vnS6279LGi/9+9SdIGQuz/w3mhr2lVCpl4ytOSpXoKm5JaWxi4gSevUz0bdOZRQG/xX8XgZhKC4MvgOl/E0UVJek4JQMfSTreVBWKlQ97+ZEtl5iQN97W6pcYzne3TeHbLXmsOVhKrzgTF4xKJSXSgPYYTiGF4vf7WbKjICDoqVFgdfLZhhxumtYz5Imloionry7dD8DknhHcnLyXqI9vqh1XVByG/T/D2S/C4PPRqrX0iDVxx8y+uLxeFClvw45FsOYVsTrR/0wYdzNEZkDRLshZF3ziB5eJon4hvv9RWh/Te1vQqZVEhWkptTVsnjpnRDIxpuYVRax0uFm+t5j7F22jwCrysMb3iOLROUPIjAkT1a3Xvy1aiPh8sPcnsSpz6r/Ez0zxzqCBzzFzVsGB3+Dr28XnSRwGI6+Ar2+re4zXBZveEQUYL/4o6OpTt2ArAWs27F4Mag30PlWsnhkiOntm0hEy8JGk40nJPvjgItG+oEbvmTD7uTZtG6FSKkiLMnLDtJ5c5clEo1KgUBxjb6pGVDo8fL4x9DH0RZtzuWhsWsgj9D6fn+IjCdkLxoUT9c09wV/ouzshc7Louo3IcdEr1aBJgjHXiz5Mfp/oZq4+8rmc1sYn7wqeuwOgDzPzp0mJ3PVtFk+eP5Q7P9lMcVVd8DOxZxS3ndwHg7Z5v2q3HK7ghncCT6it3F/KvJdX8sXNE0lSlkPSMPj9qcCTbH98Cv3OFM02fT5QtvDcisch8nv8gDGyYV+2op3i57LGyCtg2ZPBXytvE5Qd6p6BT1UhfH8P/PFJ3bXF98Pkv4pGsm38BkZqHRn4SNLxojIf3rtA5LjUt+dH+OkBOPMZUQ6/jWnV7X+4U6UEvSb059FrVI02BdVrVAxPi2T9oTJiFVZwVAR/oKtK3HyOBD4BFIrgN+PG+lwpFOLkWChKFSlhfp6YpGB7VTFPnj8Uj9eHzemid6SKhHA9Uc0sBFlic/LotzuCjhVWOtmYVUZSDw0Ubg9+fH/n1zD4PEIVcwyp7JDoJr71I7GdNfBckWwelSnGHRXw88OBzzFGie2tUHLWQ+qYls3jRHBgaWDQU2PZk+INTNrYjp+T1IA8zi6dEEqrXGzPs7Jocy6r9pWQV26ny3VjseY2DHpq/PGJuKF3UWE6DVdOzAw5fuXEDCIb6ZEVGablb6f3R6EAf1OtAJQtfD8XFgN9Tg0+NnCOSPRtTNlBklRlnOxawqRDLzAj+wXOdn7DgOoNRO38IHRV5KM43T625YZefVqxrwT8XpHQHMrWj1vWFbw8G96YBeteB2elCBw3LoTXTxYBEYitwfwtgc/z+0VOTyiNdTY/UdlKYMW/Q4+v/m/IWlVSx5IrPlKXl19h5/YPN7Fyf13136gwLf+7agwDEsMbXUk4rlTmhR7zeUUSbhc2LNXCKf3jWLwjMICb0DOKib1imnx+/wQzC68aQ5GzkFRTXPBA0BglApmWMESK1bQfjLD9C7EVplTBoPPh5AcadHgP4HGKG9rOryFzKuoeU8Xf1R+fwOF1Iodo8HlgbrjS5D2yfef3+wnXa1ApFcSZdRRWBr85ZsaE1X3OUFzVIjhqDp9PfL3Bfu5sxbDpXVHHR60TK2j1m3Hu/k6sDG35sOFzNQZIGt68OZxIfG6R+B2KrUgEper2OTwgNZ8MfKQuze7y8OxPewKCHoBSm4tLXl/NN7dOJrmt66e0F0voY9OotO1TSM5eJhJXfR7QmkQQcAxVjBsTa9bz6JwhXFlQyburD+Hzw/wxqfRPCBf1ZJpg1KmZ1DuW0ioTnnNeRf3+eYGrGz2mwykPAQrRGLSxgOVo4Ulw1r/hpPvEqofOLBqJHtWKoNLhxuH2EqZVY9Qd+T75jszhwG/ioz6fh2BbTwUVdvYeLsBtr6Co2s/eKh0XjErl3tP78ecPNzd4vFqpYEb/eDBqxRH8lc8H/zqGXtj87VCnVQQ+oexYBGOuE4Hk1Lvg/fl1Y398Jk67Fe+B3HrbbhqDqAnkqob8P0T3+fBusvqjj4AeJ0Go0gn9zmiXrWqp5WTgI3VpxVUuPtsQvGpvebWbvYWVXSfwMSeI0zJHH6sGGHkVmNrwtI7bAYU74Mf7IGu5+KU99EIYdGR1orFjzccg1qwj1qxjbI8o/IC6pUm4QJTJABnj4cYVsO4tKN4lViYO/AbvzhE5KZlTYMaDYEkSSbsumwiETPENE3dr6Mwhg8sKu5udeVae/3kPWWV2BiaFc8v03mTGGDEMvwx2/xD8NQedL27+9ZRZK1EW72HM5qfQ5KwGUxzFw25h3QEPAzIymDc6hQ/X1uXP6DVK/nvJSJIselCpRDCy+f3AFRgQ7SUyJjX32yi2BLWN9JjSmsSxdYDUsTD1blj2hFjR8rrgq1vhok/E/+duAFMCRPUQ+Wj7fhLPs6SIJqfJIxrfGjsRaPQw4U8iV8pdHTgWFisCn3Y8QCA1n8Lf5RIh2ldz29pLx4e9hVWc/PRvIccfmzOYC8cESXQ9XpVnw6JbYP+v4s9KtWjnMO3uoNslrXZ4Hbwxs2H+SfIIGH2dOBnVTsFPm/J6xPHqT6+GrJWBYyoNXPSxqEhcVShuvKOvgUm3tyiItLu9fLg2mwcWbQu4rlTAG1eMZmqyAsX78xseiTcnwtU/Nki0dh5YiW7hmUdWg+pUD7qYFZm3MrxvJmXVLrbnWkmw6BkS4ULntYl7ptMmVqRMcbD6Fdj+ufg6h18GIy5ref2c3T+IhPpgznsTBs2pN/EqsV1Tslds10RmiGBHfSSgydsML09p+DpqHdy4EqJ7tmxuXZHXIwLxH+6F/b+ILdN+s2HG/3WPr7+TNff+LVd8pC7NqFURadRQVh08obNfQhfrMxSRCue/JRIlXZViJcYU17ZL5NWl8P3dwZNuczbAOLVoHTH80uP/HapKLaouHx30gNgGW/qE+DqWPSVWJla9CCjEjUhTt73m9vjIr3SwLaeCwkonQ1MiSI4wEGPWUVTp4NFvGp628vnhrk+38OXNk0iYt1AEEWtfFTk4g8+HYRc1PF1mK0L3/V8aBD0Axj/epe/ga3B5ffSKM9PL5BZFFD97SuThJA6FkVeK5y5/X1RbnnALqHRiRaE19ZeShsOgueI4fH19ToP0iYHXarqQRwVJUndYYfEDwT+Hxwkb34WT7g3dE+woPp8fu9uDRqXqkFOHbUalhviBcP7b4KwAFGL7WHZvP67IwEfq0uLD9dx2ch/uP+rdOMCARDPJ7dh+od0YIhs/Yn2sXFXihhpK9mqR4Nv/rK5RdG3Xd6HHDi2HsdcHXlv3mrgWmQ6IoGftoVKuemstDnddM9HR6ZH856LhZJfacYVoMlpgdVJW7SIhMQlGXSnyb/w+MEQHD0QcFVDQ8Ge1Rlj+WnxJ/cFRKYK0pU/UDZZnwa5vYc6rMOAs+OYvomBj5uTQX39TTHGiyevYG2DTe2LuQ+dDdK+Wba26q6Eo+FF8AHLXi1pBTQTwPp+fw+XVfLkxl+X7ikmOMHDlxEzSo42Y9c1on3G8MFjEh3RckoGP1KWplApmD03E4/Pz3JLdWO0elAqYNTCBv585gDhz82qodCsKJaj1gV3O69NZwF5al99xvNM3coPRGBoe7/Y4xdHtI/KtDq58cy1OT2Bws/ZQGa8u28/J/RvfYgw4NNjUibImvqc6gwGduwhc7uAFAn1e+OURkW8z4jL4/WlR0PAYEt/9xmgKPGEUj3gQt9dHjElHrE5Hi/7lqPUQmRn6ZGLcAFA1/Yq7Cys5/6WVVDrrVsQ+3ZDDw+cMYs6IZIzNLAQpSY2RP0VSlxcVpuPy8emcOigem8OLTnNUE0YpUFgMDLtErHwEkzZWBAf6LrJN2H82/PxQ8LGBc8QqSX0KJWjrGmluzC5vEPTUeGdVFpeMS8egUWF3N9waTIsyEhnWgqRdQyT+zGkoDvzacEyhRJc2CvWS+8WKTqj0y5J9ItCI7g1bPxEBbCsDH4/Xx6bscm56d0PtMXqdWsntJ/dm/pi0wB5hjX5dETD9Hnh7dsMxpUpUem5iK67U5uKez7YGBD017l+0jSm9Y0iLlrcs6dh1oc1TSQpNrVKSHGGkT4KZ9OgwGfQ0Rq2HybdDbL+GYyc/II4hp3ShqrvmRJj1aMPr0b1g4DniWHZ9/WfXFiWscriJDtNyzeRMYoO0y3B6fCj9Hh47d2CDdCetSsnTFwxt2aqiIQLFGU80OOkF4Jv1T9SrX4RDvzddhFGlEdtm6ROPabUnp9zOxa+tDqgd5PT4+Of3u1hzoLSRZwaRMAROf0L8fNXQR8D8D4JX0j5KRbWLjVnlQce8Pj9bckJU65akFuoy4fMjjzzCN998w6ZNm9BqtZSXlzd4TFZWFjfffDM///wzBoOBiy66iCeffBKt9gQ/RilJLWVJgUu/EBV5d30rcop6zhA5GJaUtj0639704WIFq8c02PQ+2AphwNkisPvs2sCtrvSJMOsxqhUG9udU8O8le9ieZyU10sh9Z/Zna04Fry07UPvwlEgD+gNLOKViD4tuvIY3Vh4mu7SaYWkRXDQmjZSoVuSQxfSBiz+BPYshZy1+UwKK/rNR7vpOVE1W68TcleqgSdAkDBFjf3wGZzwZGGi00OLtBSFXu576cTcj0iOJCdE/rQFDhDhd1nsWVOaCUiNKNJgSmlUbytfE+WJ3iDwrSWqpLhP4uFwuzj//fMaPH8/rr7/eYNzr9XLGGWcQGxvL77//TklJCZdffjl+v5///Oc/nTBjSTrOhSeKjz6zwOMGBWIloSuqSSaddVRPqfnviR5oVQWiQKQpDp8hmhU7C7l24bra3aTDZXZW7i/h9lP6cOqgBL7/Ix+A+6bFEr/hfsjfwuAtb/Hn839k6WEL5wxPIdzQzO+VwyqOgdvLxemesFhRI2fPDxA3AIWjHD66rC7natjFonjimc/Aoj8FvpY2DE55UCQhz/h7bYJ2a23KLg85drDEhjtEUBSSRi/m1Ip5WQwaesWZ2FtYFXR8WEpEi19TkoLpMoHPgw8+CMBbb70VdPzHH39k+/btZGdnk5Qkulg/9dRTXHHFFTzyyCOyJo8kNUbd8oCnyuHG6hArEhEGTV0l4/q8HpHw6q4WKxPm+GNaoWgxc4L4qKegws49n20NmkLz4i97ef6iEWzJLufe6XGML/2srk9VZR7mgz/ywcY+TOkT17zAx5oHP9xzpBXGkU+YNgHOfQkGXwDf3xX4+KgeMGmBCOIGnCuOsK9+WRzZTxkLQy8AtRG0hqZ7iDXDiPRIvt5Sl5CcEmlgSIoFh9tHmc3VoUfJY8w6/jlnMPNfWYXnqOWfG6b0ILq5K0+S1IQuE/g0ZeXKlQwaNKg26AGYNWsWTqeT9evXM3369KDPczqdOJ11+9tWa+gmgZIkgd/v50CxjSd+2MWP2wtQAGcMSWTBKX1Ij653XLmqSGzdLH9W5KOo9SLJddLtDYKRjlRmc1NUFbzfldPjw6Dy8fnMauLX/wlyNwaMRxSuJjVqeMjtocAXqxJVjLd9Hng9awV8fIVYjcqYCBsWihWpgedCyui6IoR6swh8znwWvE7QGJtdB6e5Tu4fx5M/7EKjUvLAWQOxuzys3FdCnFnHTdN6ourgPneDky18++fJvPDLXtYdLCM+XMct03sxLC2i+StsktSEEybwyc/PJz4+8NhpZGQkWq2W/Pz8kM977LHHaleTJElqWlZpNee8uByrvS7/5MtNuSzfW8wXN08kJdIotm3WvBxYh8bjEA09rbmiL1aoWkWOCrE9tXeJ2NLpeZLYkmuj2kZNdcnQucuJ//YqUfDwKFWW3rgrvZj1zfjVaSuEP0J0Us/dKPqkJQyG0x8XDUNDTUytrauO3MaSLAbev3YcFXY3D3+znd0FddtMH6zN5s8zenPVpEwsHRR06DQq+sSbeezcwVQ5PWjVyuafLJOkZurUU10PPPAACoWi0Y9169Y1/UJHKIJUmfX7/UGv17jnnnuoqKio/cjOzm7V1yJJ3YHb6+W91VkBQU+N4ioXX2/Ow+fzQ2UBrAiRW7djkch5Caa6FJb/G14YI7aIfrwXXhoPS/4hOoa3gUijlpQQhS3DtCqSIs1Bgx5UGkrTTuW0wYkkNKOpqmj+2kin9Mp6b8ha0bOsLahVSgYkmVm+tzgg6Knx3JI95JTbO3xeRp2auHC9DHqkdtGpKz633HIL8+fPb/QxGRkZzXqthIQEVq9eHXCtrKwMt9vdYCWoPp1Oh04n946lNlRdKgrkKRSigq/uxOnIXGH3sGRnYcjxH7blc+HYNCyOitAFEgEqDovTTUcr2hm8cN+6N8Rpob6ntmLWgeLD9Tw7bxgXvbo6oCKzQgFPnj+UWIsOxt8iKif7j4zrwik983WKVXGcMiAKZXO2gHQmUTPIH2JbzNSGvdeOQUmVm/fXZoUc/2JjDgMSZY6kdOLo1MAnJiaGmJgmKp020/jx43nkkUfIy8sjMTEREAnPOp2OkSNHtsnnkKRGeV1QsB2+uwuyV4kjxwPOgZP+DlEZnT27NqFRKghvZJsn3KhBq1KG7oBeQx/R8Jq7OvQqEYhcobRxbdJGY0iqhe9vm8yHa7PZlF1Or1gTl05IJy3KiFarFpWRR12Nv3QvXrURb3gqaGIYHd6CIDYsTvTB2hpkuytxWLMDH6fbS26Fgx/+yGdvYRUTekUzNjOK5Ehj009uBr/fj90VemWqwh68D95xoapQtPI4+LuojZQxUdR1aurnT+rWukyOT1ZWFqWlpWRlZeH1etm0aRMAvXr1wmQyMXPmTAYMGMCll17KE088QWlpKX/961+59tpr5YkuqWOU7IPXT6nbJvF54I9PRDLrVYshogt0O2+Cxajl2sk9uPHdDUHHr5mUiUGrEtWhMyaJG1KDF0kVN6ejeVwiLyaU6uKG7SdaSatS0SPWxB2z+mJ3e9FrlGjqVxbWm0FvRhHdAzXiF2WL14V1JjjlIXDbYefXdddTRsN5r4Op6VNZLo+XVftLuPrtdbUnnT7ZcJjoMC0fXT+ennHH3vzSrNcwrW8si7cH/96fOSTI39XxwJoHn14jCj7WUKpg7hvQe2ZAdW5Jqq/LVG7+v//7P4YPH879999PVVUVw4cPZ/jw4bU5QCqVim+++Qa9Xs/EiRO54IILOOecc3jyySDL5pLU1pxV8MtjwXNDrLlwcGnHz6mdjMqIYvbQhjfDi8ak1m2JGCJFA82Y3oEPMsXBxR+LZOWj6czQa2boT9xjOuja9k2MWqXErNcEBj1tKTxRfB/+tB6u/gluWg0XfgARzatzU1jp5MZ3NzQ43l1ic3HHp5sprw7y89ZCJr2aO2b1Q69peDsYlhpB3/jjsHWJ1wNrXw8MekDkVH1yJVhzoGQv7Pga9v4MZVkisJYkQOH3h2oI0z1ZrVYsFgsVFRVypUhqPmsu/HeiyO8Jpu9pcP7/2u10TkcrtTk5XGbn2615qBQKTh+cSFKEoWHfqsp8KDsIRbsgMgOie4rK0KGUHYSXp4KjPPC6xgg3/C6e340s21PEpa+vCTn+81+m0iP22Fd9PF4fB4ptPL14N7/tLiJMp+aycemcPyqVBMtx2OjXmgsvjhMnAIOZfh/s/g5y1os/awxw3puiurfcBjthNff+3WW2uiTpuKZUiVWOUIGPKaHp/ktdSFSYjqgwHUOaqqZbU0AwbVzzXjgiHa7+EX74G+xbIor+ZUyC0x5v9ipJm6vIgdL9YhUhth+EJ3VYS48qR5CWFfU0u42Do0Lkw2SvEcF38kjxNWhF0KRWKekdb+bJ84didbhRKhTEhGlRqY7TTQGfN3TQA6JlRv3VQbcdPrxYrLgdvQopdTsnzm9iSepMpngY/yf4+rbg46OubNWR5Sqnm+IqFxXV7v9v787joq7zB46/hoEZhuFmOBUQFE0FL7zQykzzyKzMNGsz3DWtLeuX5XZsmlbadtmxdreuWW1l2+GWZWmlHZbmmeaVEooKKChyyjnf3x/fQEdmEHAuZt7Px2MeOt/PzPD+8h2YN5/j/cGo9yXCqGvZbuBtjUYDkV3g2n+rdW4URZ3MbKcaPi2W/yu8dbXl8vu4PnDd26cLDTpQ5xjbw0xRQfrm1dcpL4QfnoGfXjx9TOOjJpM9JoJ/SMNho94Xo7UK3O7GLwDiejcqMNkgrg/sXWl5zFwH29+HSx90fHzCrblpOi9EG9Tlcuh8eePjwx9Rh3la6FhJJfM+2cWlT6/lqhfXMfyZb5n21iYOnag4/1jdnX+I+j0LT1KTnqoyKDqoTiAva2ICtD0VH4G3xzWuOZS7Ra0xVGV9Tyl7MgXqub5/vNW2uWO7E92cekKHf7ZMekBdYv/5LDiRbf057s4YASMfUxPls0V0UvecK81r3FawRy0WKbyazPE5i8zxEeelvBBOHoJ9q9QNJTuPUIe5/Fv2XjpVU8uCFbt5e0Pj+ipdY4N46y8DMAV5Sf2pooOwei7s+UT9qz3yArj8KYhLd2yNpIM/wpLR1ts0PuqE5fBki8Olp2o4WlrF9/sKqKoxc1FnE7EhBsLPo5eusKyKVTvzeWltFrknT9E9LoQHLr+AtHYhBPmfo8en4gT859rTc13O1vMGtYp2W9yctrpMPa/P71UTGq2fWj6g92R4f7L1Yecxz0C/qc6PVTiFzPERwhWMJvXWrvd5vUxBaRXLNlmvIr47r5T8kkrvSHyKj8DSseomnfUK9sCbV8JfVkF8f8d97bKjttsUM9RYFmg8WVHN2+sP8vSq3xqOPf4FXN0zlgeHxRHpe0qt7dPCZM0UqOeGAYkM7xpNnVlB76dtXiJVXggVx5vuISs5rK5EbIuJjy4QkoZA5qdqEuTjq/7s5f9qPekxhEHKZc6PU7gdGeoSwg2VV9VRU2e7MzbXBdsIuETuFsukp56iwKo5tieT20NEJ9tt+iD1doYDheUWSU+95b/k8dO+fHjvevjmEXXz1laICvYnNrSZvUfFR2DZZPjpBXUujC3JQ8G3ja9yCoxSe95CE9S5P1Hd1A1gz6wVFdcb/rxSrSElvJ70+Ajhhow6Lb4+mkb1W+q55RJjR9i3ynbb4Z/V1TqOEhQLiYPUIa+zXXi3xQ7z1bVmlv5oJUH7w6ubS7kwbTLh3/4dgttBxu1232m9QWUxfH6PWjgz/xe48SPY+7laUPNM/iGQeo3L9glzGH2gOt8urjecOqn2ZhnC1XlBQiA9PkK4JVOgnnG9ra8a6hQVSKyzEh9z3RnLuXOdPzG0qb/QjSbHfmgbTTB+MfSYdLoUgX+IOlm9z00Ww0O1ZjNHS23vTXaivJoa/R+rp9Y9a7lBqb2VF8BvX6j/Txmh1lC69t9qT0i9+P7wpw8hyPEr01xCo1HLDkR3U5evS9IjziA9PkK4oQC9L7NGdqGsqpaVv57+kOweF8zLN6YTGeSExKesALYvgx8WqkNKxki4+F61l8Bonz32zqn71bD2MXVo62wDbwejgzf6DI6DK56BoQ+oc3p0RrUnSGv5q9Pgp+WybtH8mHXc6ssM7hBI8NGN6p2KE1Bb5biYq8tPf796TIT3M9Vepn5T1VpIGg3kb4flt8Lk5RDaguGfmkr19f0MsiWEaLMk8RHCTUUH+/PE+B78bWQXiiqqCdT7ERGowxTohEnNVeXqLukbXjl9rLwAVv5NnfR70SzQtXJuSGm++lo1FWoyZYxShyesCW4H1yyGj6epvU/1Oo2AnpOcM0yjM6q3Jmg0Gi7rFs2La/ZTWGa5NYLe14e/9g3GsOw99YDRBL4OvIb64D96qBQ1UamrhqJsWDW78WMrjjcv8ak5pS59/3GRmjRFdILBd4GpU6O5TkK4O0l8hHBjwQY/gptTpM7eyo/Bxtett/34T+gzGXQdWvaaigLHdsF7f1I/iEGd59J3Glw8y/qmnTqjut3HjM2Q85M6Z6PDYDUhclavUzO1Dwvgv7cO4h+f7+ar3UcxK9A/MZS5Q8NJ+O5uqP1jKOyiWdY3abWXwCjofRNsWXLu1VrNqSauKHDwJ3jn2tPJ59FfYddyGPcqdB/n2EROCDuTxEcI0Vh5gWUPy5nqqtWegpYWZSw+DEuvsFyJZa6Dn19R9+/KuM36hF9dgFrIMDypZV/vfFUch5oq8POHgPBmPSXJZOSZ63pysqIGc00lwVmfErpigdpLpvVTh+fSrnVsT5XOCJfcpw5p1VapsVtb/Raa2LzksTQP/vdX6++HFTPVCeChCecftxBOIomPEKKxc23k2Jol0Pk7bC8/X/eMOnfICdtAnNOpIji8Cb6ZDyeyICIFLp0D7fqo22ecQ6Dej0C9HxAAAaMhuZ/a2xMQrg7rOWNuTFAMjJivJm/XLIZ3J0Jdzel2vwB1wvMZK9Nsqii0PRm7pkKd9C6Jj2hDJPERQjRmjFR7dIoONG6LvKB1w0zHdttuqzgBdQ6c8NtcNZXwy3vwxf2nj+VuUbeuGPOMWhXYtwVVmAOjnLahaSO6APUWGK1uzrnjv+r8nHb91Enjza1pc2bCJIQHkMRHCA90rLSSg4UVbDp4gtgQA+mJYUSH6NFpm1k7JihGLQJ39tCUMRImvtnyD/PaKojqarvdGOke80TKjsJX86y3rZ6jVv5ta70bvjqI6AiX3A91tY1WpDWp4gSU5KnvB2u9Pn4B6so3IdoQSXyE8DC5J09x89KN7MorbTim9/VhcWZf+ieHNz/5ieoGt3wPub+ok5Jj0iAmVZ2P0xInc+DHF9VJyYFR1rdQuGgWBDpwwm9zlRecnoR8tupydRuItpb4nKklSQ+ow37fPQWXPQLLrczzGf2kuhedEG2IJD5CeJBTNbU8u/o3i6QHoKrWzNSlm/jq7iHEhzdzjolGoyY5Ie2h65jWBVR8GJZcDsWHYP8quPpl+PJBdb8tAK0OMu6AtPHuUUH4XKuc2uKeVudDMUPeNtj5MVz/nlrXqWCvOgzacxL4GVs29CeEG5DERwgPUlhazfJtR6y2VdWa+eXwyeYnPudLUWDvSjXpAbX68yd3QMYMdYWWr0H9AA2MaX1NIHurn5NjrVcquB0EeFkFYEOo2vO3dyVkrYGuYyFlJJTlw8e3wrRvXB2hEC0miY8QHqSmztzk5qbHSp04gbiqFH79wPJYSS58+Xf1/xGd1I0j3SXpATUJm/AmvHWVZXVlX3+4dolj6++0Vtmx00N0ARHqfKlzFFxsNmMkjH0e3rhcff0d/z3dNvA2dZWaEG2MJD5CeBCj3pf2YQYOF1nfvLNPfKjzgvHRgs5GRWZQ25pTQM+ZfHygfV+4bT38+hHkboV2faH7VRCSoA7/uZOCvfD+ZPVfUIfiBtwGg+9QkxZ7iO2pzvX6biEcWq/2iF00S93vqxnL+4VwN272W0cIcT6ig/2Zc0U3bnlrc6O2PgmhtA9z4v5KOiMM/Cvs/8p6+8Dbml0Y0BqzWaGwvApFgbAAP3S+dtrtXOsH4clqNWlzneN2UT9f9QUhzxyWq6uBH5+HoGgYcKt9YvfVqyvyrnweqsrUeVkBYef/ukK4iBvMJhRC2FNGcgSvTU4n4Y+5PP5+PkzOSOTFP/XBFOTkJeMxPSFtYuPjHYdB8pBWv2xe8Sle//53xr/8I1e+8AOPfb6HnBMV5xGoDU5Iek6UV1FQWkVNnY1K2bYc3Wl9LhLA9wvtvwO8zqgmVJL0iDZOenyE8DDBBj9GdI+hV3woFTV1+PloMAXp0durR+RcKkvVar91NeoGlpc/Cf2nwda3wVwLvW4AU+dWF/bLL65k6huWy/Xf+PEAn/ySy/LbBzckfO7uWEkla38rYMm6bCqq6xjZPYYbByYSH2ZA05whtaM7bbdVHHePgpBCuCFJfITwUFHB/s7/okUHYOX9sO8LdVVXSDyMfgI6XARX/tMuX2JrTlGj5foAJ8qrWbIumwdGX2C/YS8HOVZaycxl21iXdbzh2Gvf/c5/Nx1i+e2DSYxoxuTkqG622wxhoHWDgpBCuCEZ6hJC2EfxEVh6Jfy2Uk16QF3K/t4NcKTxnKPWqKk188GWwzbbP9ueR1HFWVss1FarW1E4yKmaWvKLT5FfXEl1bfOGq/YdLbNIeuoVVdTw0pr9VNY043ViUm1vHTJ4ZvP24RLCC0niI4STVdeaqaiudXUY9pe/A04etN626kEoKzjvL6HRgL+f7d4cvZ/P6YVX5YVw8Ef4aDosu0Hdg6vYeo2j1lAUhQOF5cxZvpNLF37LiGe/5bHP93C46NxzjT7cbDt5+3xHPkUV1ecOIKQ9ZK5QJ2LX89Gqk5p73eC+k7KFcDEZ6hLCSY6XVbE3v5SlPx2gorqOcb3bkdExgtgQN6pjcz6yv7XddnSn7a0gWsBX68ONAxL4bHue1fY/9U/EZNRD+XH45lHY/Mbpxv1fq3tW3fRJy7fdsOJQ0SmufmkdJ8/oYXrjxwN8tfso79+SQVyo7evq52v7b84wox91ZoW9+SUUllUTGajHFKgnPNBKheSorvDnL/6o43MKAkxqbR29ner4COGBJPERwgmOl1Xx2Oe7+XDL6R6H7/cVkmwy8vbNA5r8kGwzwjrYbjOE2a0HIiU6iKt7xbF8W67F8W6xQVzVOw4fHw0UZVsmPfWOZ8HPr8Ols89r+4maujreXn/QIumpd7joFGv2HuNPAxJtPn9i33iWbTzU6HiwwZdF1/fh9ne28Muh4objfRJCWXRDH9pZe58ERas3IUSzyFCXEE6QXVhukfTU+72wnHc25FBbZ3ZBVHaWcpntgoQZM8Bonw9nU6Ce2Vd0471pAxmTFsOlF0Tx8p/68O8p/U/3nm192/YLbH1T7SEx16kbj7Z0GTlwsqKGL3faXi7+ybZcyqoaJ0X1OkQEMK53u0bHZw7vzCOf7rJIegC25Jzknve3UVTejCEwIUSTpMdHCAdTFIV3f86x2b5s0yEmZyQS7YpVWPYUFKduZLnsT5bbPXQeDb1vhObuCt8Mpj+Gf9I7hKEooDt76KimiXk27fpBZQlseFXdgDOqO6RPUXdd92veNdD6+GDU2f71GeTvi6+P7SXpEYF6HhzTlfHp7dXl7FV1XNkrjt7xoTz86S6rz1n/+wmOl1cTZpRNQYU4H5L4COFgikKTq3Sqa80Ni6DaND9/SBoCt2+Eo7+qtWTapav7Xxkds7mnn9ZGp3XPSepO4meLToW+U+DVi6Duj96T39fCz6/CDe9D8iXNGpILN+r4y+AOzPpgu9X2KYOT8Pdr+terKVDPhZ309E0MpdasEKj3Y8vBoiafU1blgZPihXAyGeoSwsF8fDRM6Btvs/2KtFhCA1o/3+R8nCivJr+4kpPNWUXUHL46CEuEC8ZAn5sgurvDkp4mRXWHhIzGxwfdCSvuPp301DPXwodTodT6pGlrLu4cycUpjZeTX9unPRfEBDX7dfz9fAnUq9c/pIn3gUYDIf6ueZ84xKkiKM61XX1aCAeRHh8hnKBbbDDpiWFsPusv+rAAP6YPSW5yibYjFJVXs+lgEc999RuHiiq4ICaIv424gAtigwjyhA/XoGh1N/Xdn8LG19S5PF3GQGRn28nNqSL1Q7iZK76igv1ZOLEnWcfK+WjLYXx9fZiQ3p6E8AAiAltXPNAUqGN41yi+2t04GRjVPYYIayu72pqqMnWV31dzIX+7uuP9xX+DTsPst7GqEE3QKIpHdLLbTUlJCSEhIRQXFxMcHOzqcIQHyS+uZNWufJb+eJDKmjpGpcaQOahD87cosJOKqloW/5DNwtW/NWpbdH1vLk+LRdvE/JQ2RVFOT2QOCIdju+G1JvYIm/oVxPdzXnxW5Bef4tEVu1n5ax5mBXw0cEWPOP5+eVdiQtr4PDBFgd++gHcnNW7rP11dbecf4vy4hEdo7ue3JD5nkcRHOJKiKBwvr8ZsVgi1547iLZBzvJxLF35Lrbnxj364Ucdnd1xIrCcsr7em+BC8PBgqixu3+QXA7RvUSc4uVlpZw/GyasqqagnU+2IK0jUMh7VpJbnwr2Hqv9bM2AymTs6NSXiM5n5+yxwfIZxIo9FgCtQTFezvsv2kDhWdspr0gDrnp9GWD54kMBYuf9p628jHINA96uEE+fvRwWQktV0IHUxGz0h6QE04bSU9oE6KF8LBJPERwss0Wvp9lqaWYbd5Wl91ef3U1eoKrqBY6HAhTPkMUq8B36bn5pysqOZwUQW5J09RXesBtZdaq7aVk+Ft1Xmqp5OK08LxZHKzEF4mLtRAkN6XUitLoztGGj2/Tox/EMT3h4lvqfV+fP3BENrkUypr6vgtv5SHV+xi88Ei/P18uK5vPLcM6egZVbebo7ZKHSr85T11X7b2/SB1PITEqwllcwREqCUOrG1a62cAU2f7xiyEFTLH5ywyx0d4uto6M+v2FzJ16SaLIa8AnZZl0weS1j7UdcG5qV+PFHP1i+saDRF2iQnkzb8MaPvFJ8+lrhYO/ADvXAt1ZwyF+hkg81M1CWquY3tgySh1FV09jQ9c9zZ0Gn7OXjchbGnu57f0+AjhZXy1PgxIjmDVzIv5aMth9uSX0q9DOKPTYq3vBeXlik9VM/+zXVbnRe3NL2NPXonnJz5l+fDBFMukB6DmFHwwFaZ+qQ4bNkdkF7jlO8j6Rr2ZOkOPiWrPkSQ9wgkk8RHCC/n7aUmODGTWyAuoqTPbroDsjsx1UJoPFYXq/QCT+qHr45hzKK+qY0P2CZvtq3YdZUiXKId8bbdRetSyh+ZMJw9C+fHmJz4ajbpyLn0K9L7JYddNCFsk8RHCy7WppKe6ArK/hf/drm6JAWrRu6tfgQ6D1aEXO/PRaAjy96XklPXtIiJbWaywTTGfY6WfuZVbaUjSI1xA3nVCiLbjRBa8d/3ppAfUAoXvToSiA817jdJ8OLAO1j0POz+GooPqHBYbTIE6bhrYwWb7FT2b2dPRlgXFgtbGpHf/UNdsSyJEK0niI4RoG2oq4IfnsLqjq7kO1r9suSu8NScPwZtXwRuXw+qH4L9T4KWBcHijzeTHV+vDjQMT6Z0Q2qhtwdWpxHj6/B6AwCgYNtd62+gn1PpIQrQRMtQlhGgbqivg2E7b7fnb1T25bE2QrSqDL/8OBXssj9dUwDsT4K8/2qzaHBPiz6uT08kuLOeb3ccIC9BxWbdookP8CdR7wa9RPwP0ugEiL4A1C6AoW/3/pXMgJrX5y9mFcAPybm0Fs9lMdbWddrP2EjqdDh8Zzxfnw88A4SnqflvWmLqo207YUl4Ae1ZYb6sqhYK9TW5XERXkT1SQPwOSvHRYJyAcUoZDuz5QW6leD0OYq6MSosUk8Wmh6upqsrOzMZu9uGprK/j4+JCUlIRO5+HF8YTj6Ixw0UzY80njNo0GBs0AvyaGneqqQWni57a84Pxj9AYB4a6OQIjzIolPCyiKQl5eHlqtlvj4eOnBaCaz2Uxubi55eXkkJCQ4dSdy4WFMneGaf8GKu6C6TD2mD4YrF0F4UtPP1QWpK8BsJTgxqXYNVQjhniTxaYHa2loqKiqIi4sjIKCJLnXRSGRkJLm5udTW1uLn5yEbLgrn0wdC96sgYQCUHQU06saiQTGgPcf7KigGLnsElv+1cVvSEAiKc0jIQgj3Il0WLVBXVwcgwzWtUP89q/8eCtFqWp06F6d9P2jfF0Ljz530gFozpvNoGL8YQtqrx/wCYMBfYdyrYDQ5Nm4hhFuQHp9WkKGalpPvmXALAWGQdi0kDlZXc2l16lJt2SpBCK8hiY8QwvsES90ZIbyVDHV5gAMHDqDRaNi2bZurQxFCCCHcmvT4tDFTpkzh5MmTLF++vOFYfHw8eXl5mEwyR0EIIYRoiiQ+HkCr1RITE+PqMIQQQgi3J0NdbuqDDz4gLS0Ng8FAREQEw4cP529/+xtLly7lf//7HxqNBo1Gw9q1axsNda1duxaNRsOXX35J7969MRgMXHrppRw7doyVK1fStWtXgoODuf7666moqHDtiQohhBBOJD0+bigvL4/rr7+eJ598knHjxlFaWsr333/PTTfdRE5ODiUlJSxZsgSA8PBwcnNzrb7OvHnzeOGFFwgICGDixIlMnDgRvV7PO++8Q1lZGePGjWPRokXcd999zjw9IYQQwmUk8XFDeXl51NbWcs0115CYmAhAWloaAAaDgaqqqmYNbc2fP5/BgwcDMHXqVB544AGysrJITk4G4Nprr2XNmjWS+AghhPAaMtTlhnr27MmwYcNIS0tjwoQJvP766xQVFbX4dXr06NHw/+joaAICAhqSnvpjx44ds0vMQgghRFsgiY8b0mq1rF69mpUrV9KtWzcWLVpEly5dyM7ObtHrnLk1hEajabRVhEajkc1WhRBCeBVJfNyURqNh8ODBPPzww2zduhWdTsfHH3+MTqeTbR+EEEKIVpI5Pm5ow4YNfP3114wYMYKoqCg2bNhAQUEBXbt2pbKyki+//JK9e/cSERFBSEiIq8MVQggh2gxJfNxQcHAw3333Hc899xwlJSUkJiaycOFCRo8eTd++fVm7di19+/alrKyMNWvW0KFDB1eHLIQQQrQJGkVRFFcH4U5KSkoICQmhuLiY4OBgi7bKykqys7NJSkrC39/fRRG2TfK9E0II4UhNfX6fSeb4CCGEEMJrtInE58CBA0ydOpWkpCQMBgMdO3Zk7ty5VFdXWzwuJyeHsWPHYjQaMZlM3HnnnY0eI4QQQgjv1Sbm+OzZswez2cyrr75Kp06d+PXXX5k2bRrl5eU8/fTTANTV1TFmzBgiIyP54YcfOH78OJmZmSiKwqJFi1x8BkIIIYRwB20i8Rk1ahSjRo1quJ+cnMzevXt5+eWXGxKfVatWsWvXLg4dOkRcXBwACxcuZMqUKSxYsMDmeF9VVRVVVVUN90tKShx4JkIIIYRwpTYx1GVNcXEx4eHhDfd/+uknUlNTG5IegJEjR1JVVcXmzZttvs4//vEPQkJCGm7x8fEOjVsIIYQQrtMmE5+srCwWLVrErbfe2nAsPz+f6Ohoi8eFhYWh0+nIz8+3+VoPPPAAxcXFDbdDhw45LG4hhBBCuJZLE5958+ah0WiavG3atMniObm5uYwaNYoJEyZw8803W7RpNJpGX0NRFKvH6+n1eoKDgy1uQgghhPBMLp3jM2PGDCZNmtTkY84szpebm8vQoUPJyMjgtddes3hcTEwMGzZssDhWVFRETU1No54gIYQQQngnlyY+JpMJk8nUrMceOXKEoUOHkp6ezpIlS/DxseysysjIYMGCBeTl5REbGwuoE571ej3p6el2j10IIYQQbU+bWNWVm5vLJZdcQkJCAk8//TQFBQUNbTExMQCMGDGCbt26MXnyZJ566ilOnDjBrFmzmDZtmgxfCSGEEAJoI4nPqlWr2L9/P/v376d9+/YWbfU7bmi1Wj777DNuu+02Bg8ejMFg4IYbbmhY7u5OiiuqKSyrpqSyhmCDHyajjpAAnavDEsI+So9CUTbkboXgdhDXC4LiQNsmft0IITyc7NV1Fkfv1ZV78hT3fbid7/cVNhy7OMXE4+N7EBdqOK/YnaWmpgY/P78WPUf26vISxYfhnUlwdMfpYzoj3PgxtEuX5EcI4TCyV5cbKq6obpT0AHy3r5D7P9xOcYXjttcwm8088cQTdOrUCb1eT0JCAgsWLADgvvvuo3PnzgQEBJCcnMycOXOoqalpeO68efPo1asX//73v0lOTkav1yP5smikuhxWz7VMeuqP/2c8lOa5Ji4hhDiD/PnlRIVl1Y2Snnrf7SuksKzaYUNeDzzwAK+//jrPPvssF154IXl5eezZsweAoKAg3njjDeLi4tixYwfTpk0jKCiIe++9t+H5+/fv5/333+fDDz9Eq9U6JEbRxpUXwK6PrbdVlcKxXRAqBUKFEK4liY8TlVTWNNleeo721iotLeX555/nhRdeIDMzE4COHTty4YUXAjB79uyGx3bo0IF77rmHZcuWWSQ+1dXVvPXWW0RGRjokRuEBaqvAXGe7veyo82IRQggbJPFxomD/pufFBJ2jvbV2795NVVUVw4YNs9r+wQcf8Nxzz7F//37Kysqora1tND6amJgoSY9omj4IAqOg7Jj19pgezo1HCCGskDk+TmQK1HFxivW6RRenmDAFOmaYy2CwPWl6/fr1TJo0idGjR7NixQq2bt3Kgw8+SHW15Xwjo9HokNiEBwmMgeEPW29LHKSu8BJCCBeTxMeJQgJ0PD6+R6Pk5+IUE0+M7+Gw+T0pKSkYDAa+/vrrRm3r1q0jMTGRBx98kL59+5KSksLBgwcdEofwcD4+0Hk0XPM6BP+xWbCvP/S9GcYvhkDpMRRCuJ4MdTlZXKiBRdf3prCsmtLKGoL8/TAFOraOj7+/P/fddx/33nsvOp2OwYMHU1BQwM6dO+nUqRM5OTm899579OvXj88++4yPP7YxQVWIcwkIg7QJ0OFCqKkArR6MkeAnJQyEEO5BEh8XCAlwfsHCOXPm4Ovry0MPPURubi6xsbHceuutTJ06lZkzZzJjxgyqqqoYM2YMc+bMYd68eU6NT3gQjeZ0j48QQrgZKWB4FkcXMPRW8r0TQgjhSFLAUAghhBDiLJL4CCGEEMJrSOIjhBBCCK8hiY8QQgghvIYkPkIIIYTwGpL4CCGEEMJrSOIjhBBCCK8hiY8QQgghvIYkPkIIIYTwGpL4eAFFUZg+fTrh4eFoNBq2bdvm6pCEEEIIl5C9ulzhVBGUF0BlCfiHgNEEhjCHfbkvvviCN954g7Vr15KcnIzJZDr3k4QQQggPJImPsxUfgf/NgN+/OX2s4zC4chGEtHPIl8zKyiI2NpZBgwY55PWFEEKItkKGupzpVFHjpAcg62v45A613c6mTJnCHXfcQU5ODhqNhg4dOvDFF19w4YUXEhoaSkREBFdccQVZWVkWzzt8+DCTJk0iPDwco9FI37592bBhQ0P7p59+Snp6Ov7+/iQnJ/Pwww9TW1tr9/iFEEIIe5IeH2cqL2ic9NTL+lptt/OQ1/PPP0/Hjh157bXX2LhxI1qtlu+++467776btLQ0ysvLeeihhxg3bhzbtm3Dx8eHsrIyhgwZQrt27fjkk0+IiYlhy5YtmM1mAL788ktuvPFG/vnPf3LRRReRlZXF9OnTAZg7d65d42+zzHVQUQgKEBABWvlRE0IIdyC/jZ2psuT82lshJCSEoKAgtFotMTExAIwfP97iMYsXLyYqKopdu3aRmprKO++8Q0FBARs3biQ8PByATp06NTx+wYIF3H///WRmZgKQnJzMo48+yr333iuJD6jDmTvehy1vqglQ2kRIz4TQeFdHJoQQXk8SH2fyDz6/djvJyspizpw5rF+/nsLCwoaenJycHFJTU9m2bRu9e/duSHrOtnnzZjZu3MiCBQsajtXV1VFZWUlFRQUBAQFOOQ+3VHIE3roaCn87fez7p+CXd+AvX0ryI4QQLiaJjzMZI9WJzFlfN27rOExtd4KxY8cSHx/P66+/TlxcHGazmdTUVKqrqwEwGAxNPt9sNvPwww9zzTXXNGrz9/d3SMxtRtYay6SnXskR2L4MLpwJPlrnxyWEEAKQyc3OZQhTV291HGZ5vH5VlwOXtNc7fvw4u3fvZvbs2QwbNoyuXbtSVGQ5qbpHjx5s27aNEydOWH2NPn36sHfvXjp16tTo5uPjxW+pyhLY9o7t9u3LoOK48+IRQgjRiPT4OFtIO7h28Rl1fILVnh4nJD0AYWFhRERE8NprrxEbG0tOTg7333+/xWOuv/56HnvsMa6++mr+8Y9/EBsby9atW4mLiyMjI4OHHnqIK664gvj4eCZMmICPjw/bt29nx44dzJ8/3ynn4ZZ8tKDV2W731YNGenuEEMKVvPjPcxcyhIGpM7Tvq/7rpKQHwMfHh/fee4/NmzeTmprKzJkzeeqppyweo9PpWLVqFVFRUVx++eWkpaXx+OOPo9WqH9ojR45kxYoVrF69mn79+jFw4ECeeeYZEhMTnXYebklnhP7TbLf3nQrGCOfFI4QQohGNoiiKq4NwJyUlJYSEhFBcXExwsOVk48rKSrKzs0lKSpK5LC3kNd+70qPwv9th/2rL43HpMOk/EBzrmriEEMLDNfX5fSYZ6hLCnoKi4aoXIX87bPwXKHXQJxPa9ZWkRwgh3IAkPkLYW1A0BF0GHS4CFPBrepWcEEII55HERwhH8fPgIT0hhGijZHKzEEIIIbyGJD6tIPPBW06+Z0IIIdyBJD4tUL+cu77CsWi++u9Z/fdQCCGEcAWZ49MCvr6+BAQEUFBQgJ+fn3dXKW4Bs9lMQUEBAQEB+PrKW04IIYTryKdQC2g0GmJjY8nOzubgwYOuDqdN8fHxISEhAY1G4+pQhBBCeDFJfFpIp9ORkpIiw10tpNPppIdMCCGEy0ni0wo+Pj6eXX1YCCGE8FDyJ7gQQgghvIYkPkIIIYTwGpL4CCGEEMJryByfs9QX2ispKXFxJEIIIYRorvrP7XMVzJXE5yylpaUAxMfHuzgSIYQQQrRUaWkpISEhNts1iuwlYMFsNpObm0tQUJBLas6UlJQQHx/PoUOHCA4OdvrXdyY5V8/jLecJcq6eSs617VIUhdLSUuLi4posnyI9Pmfx8fGhffv2rg6D4OBgj3gjNoecq+fxlvMEOVdPJefaNjXV01NPJjcLIYQQwmtI4iOEEEIIryGJj5vR6/XMnTsXvV7v6lAcTs7V83jLeYKcq6eSc/V8MrlZCCGEEF5DenyEEEII4TUk8RFCCCGE15DERwghhBBeQxIfIYQQQngNSXzcwIEDB5g6dSpJSUkYDAY6duzI3Llzqa6utnhcTk4OY8eOxWg0YjKZuPPOOxs9pi1YsGABgwYNIiAggNDQUKuP0Wg0jW6vvPKKcwO1g+acq6dcV2s6dOjQ6Dref//9rg7LLl566SWSkpLw9/cnPT2d77//3tUh2d28efMaXb+YmBhXh2UX3333HWPHjiUuLg6NRsPy5cst2hVFYd68ecTFxWEwGLjkkkvYuXOna4I9T+c61ylTpjS6zgMHDnRNsE4glZvdwJ49ezCbzbz66qt06tSJX3/9lWnTplFeXs7TTz8NQF1dHWPGjCEyMpIffviB48ePk5mZiaIoLFq0yMVn0DLV1dVMmDCBjIwMFi9ebPNxS5YsYdSoUQ33m1OR092c61w96bra8sgjjzBt2rSG+4GBgS6Mxj6WLVvGXXfdxUsvvcTgwYN59dVXGT16NLt27SIhIcHV4dlV9+7d+eqrrxrua7VaF0ZjP+Xl5fTs2ZM///nPjB8/vlH7k08+yTPPPMMbb7xB586dmT9/Ppdddhl79+4lKCjIBRG33rnOFWDUqFEsWbKk4b5Op3NWeM6nCLf05JNPKklJSQ33P//8c8XHx0c5cuRIw7F3331X0ev1SnFxsStCPG9LlixRQkJCrLYByscff+zUeBzJ1rl64nU9U2JiovLss8+6Ogy769+/v3LrrbdaHLvggguU+++/30UROcbcuXOVnj17ujoMhzv7943ZbFZiYmKUxx9/vOFYZWWlEhISorzyyisuiNB+rP1uzczMVK666iqXxOMKMtTlpoqLiwkPD2+4/9NPP5GamkpcXFzDsZEjR1JVVcXmzZtdEaLDzZgxA5PJRL9+/XjllVcwm82uDsnuvOG6PvHEE0RERNCrVy8WLFjQ5ofxqqur2bx5MyNGjLA4PmLECH788UcXReU4+/btIy4ujqSkJCZNmsTvv//u6pAcLjs7m/z8fItrrNfrGTJkiEdeY4C1a9cSFRVF586dmTZtGseOHXN1SA4jQ11uKCsri0WLFrFw4cKGY/n5+URHR1s8LiwsDJ1OR35+vrNDdLhHH32UYcOGYTAY+Prrr7nnnnsoLCxk9uzZrg7Nrjz9uv7f//0fffr0ISwsjJ9//pkHHniA7Oxs/vWvf7k6tFYrLCykrq6u0XWLjo72iGt2pgEDBvDmm2/SuXNnjh49yvz58xk0aBA7d+4kIiLC1eE5TP11tHaNDx486IqQHGr06NFMmDCBxMREsrOzmTNnDpdeeimbN2/2yKrO0uPjQNYmBp5927Rpk8VzcnNzGTVqFBMmTODmm2+2aNNoNI2+hqIoVo87W2vOtSmzZ88mIyODXr16cc899/DII4/w1FNPOfAMms/e5+rO19Walpz/zJkzGTJkCD169ODmm2/mlVdeYfHixRw/ftzFZ3H+zr4+7nzNWmv06NGMHz+etLQ0hg8fzmeffQbA0qVLXRyZc3jDNQa47rrrGDNmDKmpqYwdO5aVK1fy22+/NVxvTyM9Pg40Y8YMJk2a1ORjOnTo0PD/3Nxchg4dSkZGBq+99prF42JiYtiwYYPFsaKiImpqahr9VeIKLT3Xlho4cCAlJSUcPXrU5edrz3N19+tqzfmcf/1Kkf3797fZHgOTyYRWq23Uu3Ps2DG3vWb2YjQaSUtLY9++fa4OxaHqV67l5+cTGxvbcNwbrjFAbGwsiYmJHnudJfFxIJPJhMlkatZjjxw5wtChQ0lPT2fJkiX4+Fh2xmVkZLBgwQLy8vIafhBXrVqFXq8nPT3d7rG3VEvOtTW2bt2Kv7+/zSXhzmTPc3X362rN+Zz/1q1bASw+TNoanU5Heno6q1evZty4cQ3HV69ezVVXXeXCyByvqqqK3bt3c9FFF7k6FIdKSkoiJiaG1atX07t3b0Cd2/Xtt9/yxBNPuDg6xzt+/DiHDh1q0z+nTZHExw3k5uZyySWXkJCQwNNPP01BQUFDW/1fHiNGjKBbt25MnjyZp556ihMnTjBr1iymTZtGcHCwq0JvlZycHE6cOEFOTg51dXVs27YNgE6dOhEYGMinn35Kfn4+GRkZGAwG1qxZw4MPPsj06dPb3Hjzuc7Vk67r2X766SfWr1/P0KFDCQkJYePGjcycOZMrr7yyzS/5vvvuu5k8eTJ9+/Zt6KHNycnh1ltvdXVodjVr1izGjh1LQkICx44dY/78+ZSUlJCZmenq0M5bWVkZ+/fvb7ifnZ3Ntm3bCA8PJyEhgbvuuovHHnuMlJQUUlJSeOyxxwgICOCGG25wYdSt09S5hoeHM2/ePMaPH09sbCwHDhzg73//OyaTySKx9yiuXVQmFEVd6gxYvZ3p4MGDypgxYxSDwaCEh4crM2bMUCorK10UdetlZmZaPdc1a9YoiqIoK1euVHr16qUEBgYqAQEBSmpqqvLcc88pNTU1rg28Fc51roriOdf1bJs3b1YGDBighISEKP7+/kqXLl2UuXPnKuXl5a4OzS5efPFFJTExUdHpdEqfPn2Ub7/91tUh2d11112nxMbGKn5+fkpcXJxyzTXXKDt37nR1WHaxZs0aqz+bmZmZiqKoS9rnzp2rxMTEKHq9Xrn44ouVHTt2uDboVmrqXCsqKpQRI0YokZGRip+fn5KQkKBkZmYqOTk5rg7bYTSKoijOSrKEEEIIIVxJVnUJIYQQwmtI4iOEEEIIryGJjxBCCCG8hiQ+QgghhPAakvgIIYQQwmtI4iOEEEIIryGJjxBCCCG8hiQ+QgghhPAakvgIITzGJZdcwl133eX05woh2g5JfIQQQgjhNSTxEUIIIYTXkMRHCOFRamtrmTFjBqGhoURERDB79mzqtyR86aWXSElJwd/fn+joaK699loXRyuEcDZfVwcghBD2tHTpUqZOncqGDRvYtGkT06dPJzExkd69e3PnnXfy1ltvMWjQIE6cOMH333/v6nCFEE4miY8QwqPEx8fz7LPPotFo6NKlCzt27ODZZ59l/vz5GI1GrrjiCoKCghqSISGEd5GhLiGERxk4cCAajabhfkZGBvv27WPYsGEkJiaSnJzM5MmT+c9//kNFRYULIxVCuIIkPkIIrxAYGMiWLVt49913iY2N5aGHHqJnz56cPHnS1aEJIZxIEh8hhEdZv359o/spKSlotVp8fX0ZPnw4Tz75JNu3b+fAgQN88803LopUCOEKMsdHCOFRDh06xN13380tt9zCli1bWLRoEQsXLmTFihX8/vvvXHzxxYSFhfH5559jNpvp0qWLq0MWQjiRJD5CCI9y0003cerUKfr3749Wq+WOO+5g+vTprFu3jo8++oh58+ZRWVlJSkoK7777Lt27d3d1yEIIJ9Io9QUuhBBCCCE8nMzxEUIIIYTXkMRHCCGEEF5DEh8hhBBCeA1JfIQQQgjhNSTxEUIIIYTXkMRHCCGEEF5DEh8hhBBCeA1JfIQQQgjhNSTxEUIIIYTXkMRHCCGEEF5DEh8hhBBCeI3/B8XQLZ5i711gAAAAAElFTkSuQmCC", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -868,7 +839,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -898,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -929,29 +900,27 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1006,7 +975,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1048,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1057,7 +1026,7 @@ "0.7807957629392348" ] }, - "execution_count": 27, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1078,7 +1047,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1144,7 +1113,7 @@ "3 face intact -8.623678" ] }, - "execution_count": 28, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1155,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -1164,20 +1133,18 @@ "" ] }, - "execution_count": 29, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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DZOWbSYlI7eVLADjnWvvxuaEkKTaSPq2S6dOq4urmn9ZUHEK6KOd8UguP5aaSlxg0bSyrp48nM3U0W9ufRse0+nRMS6R+bBA1yBORKqOVwCEkJjKczs2S6Nxs53aTpaWO3zZsISt7OJMWf0Lvn/7Ludl38/3KF7mn+FzmlHaiWf16dEitOOHcvEGQNMgTkYPm+22gB+JgJ4HlAJSWwsLXKfn4DsILVrKiYT9eSvoLn6xrxLLcTQRGkEiIiSi3iM1bs9C6cbx/DfJEZK+C7i6gg6EAqEFF22Du4zDzQSgsgO7nsbXfjfywOa5Cy4slOQVsDWyuExUeRpsm8RW6pnZISyQxRovPRPykAJCDs2W9119o7hPeKuI+Y6DP1RAdD0BJoEFe+ZYXi7LzWLtp5+rmFg1jK+6xkJZI08RqapAnIrtRAMihWb8MPrkTst6CuMYw8CbofoG3a9kerMnfRlZOfoW7kH5Zu7ns+Qaxkbu1vDgiOY6IqmiQJyIVKACkaqyc5+1B8OscSG4Hx98BbU+sVGuJTduL+WFVfsUGeasKKAw0yIuOCKN904Sy4aOOgdXNcYfaIE8kxCkApOo4B0veh8zbYd1PcHg/bzOaZj0O+K2KS0r5OXfzbtt0btxSBHi50rJRXNmObDuGkBonaK2CSGUpAKTqlRTB/Ikw4z7YshY6/8lrLdEg/ZDe1jlHTt62ii0vcvL5bf3WsmOS46PLwmDH1UJ6o7jKNcgTCTEKAKk+2/Lh8//BnPHgSuCo0XDs/6vy1hJ5W4tYkrOz5cWi7HyWrimgqMT7OxwbFV5uCMnrh9SuaQIxkXtokCcSQhQAUv3ys2H63fDNixCTBMdd54VBRHS1fWRhcSlL1xRUmGxelJNPQbkGea1S4nfegZTqbdXZME6rmyV0KACk5qzO8lpP/5QJ9VvA4Nuh02ne9pU1wDnHyg1bA5PNeWXBkJ23reyYpokxuw0hHdYgljANIUkdpACQmvfzdPj4Vlj1PaR19/YgSO/nWzkbNhdWuEpYlJ3PT7mbKAksb06IjqjQ8qJjWiJtmsQTHaEhJKndFADij9JS+G4STLsL8n+HtsO8W0dT2vldGeA1yPtxdUGFO5AW5+SzpdBb3RwRZrRuHO+tV9gRDKmJJMVqdbPUHgoA8VfRVvjiUZj1HyjcDEdeAANugoQmfle2m9JSx4r1Wyq0vFiUnc+agu1lxzRvUK9Cy4tOzZJIS9LqZglOCgAJDpvXwqf3w7ynIDwa+l4Dfa6CqDi/K9uv3ILtuwwh5bFs7WZ2/F8oqV7kbi0vWqXEE6nVzeIzBYAEl3U/Q+ZYWPwOxDeBgf+AjPP22loiWG0pLGbJqoIKO7Ityclne2B1c1R4GG2bxtMpcPeRt7o5gQQ1yJMapACQ4PTrl15riZVzIaWDNz/QZmilWksEq+KS0t0a5GVl57N+884GeemNYitMNndKS6JxQrSGkKRaKAAkeDnnXQlkjvWazqUf690xlJbhd2VVxjnH6vztFVpeLMrOZ/m6nVtiN4qLKrtK2NH2omVyvFY3yyFTAEjwKymCec/Ap/fBlnXQ5QwYfKu3lqCOKthWVDaEtCg7n6ycPH5ctYnCEm8IKSYyjPZNK96a2qFpIvWidGuqVJ4CQGqPbXkw67/wxSPe1UHvS73WEvXq+11ZjSgqKeXn3E1k/V5xdXPeVq9BXphBy+Q4OgZaae+YcE6Or74V11K7KQCk9slbCdPuhm9f9k7+x10PvUZBROi1cXDO8fvGrRWGj7Ky8/l9484GeY0TossNH3mTzoc31OpmUQBIbZbznddaYtl0r9Po4Nuh06m1eqK4quRtKfICYUfX1Ox8flqzieLA6ua4qPDdVje3baIGeaFGASC130+ZMPU2WJMFzXp6E8WHH+N3VUFne3EJS1dv2q1B3qbtXoO88DCjdaBB3o4hpA6piTRQg7w6SwEgdUNpiTckNO2fUJAD7U+GIWMhuY3flQW10lLHbxu27DaEtCp/Z4O8tKSYwF1IO+cWmjeop1tT6wAFgNQthVvgi/Ew639QtAV6XOS1lohP8buyWmXdpu0szimo0PLi59xNBEaQSIiJqNDyomNaIm0aJxAVodXNtYkCQOqmTbnebaPznoHIetD3r3DMlRAV63dltda2opKdt6YG1i0szilga5HXIC8y3GjTOKHiEFJaIola3Ry0FABSt61d6i0kW/IeJKTCwJsh4xwI02RnVSgpdSxft7nCyuZF2Xms3bRzdfNhDevtbHkRuFpIVYO8oKAAkNCwYo7XWuL3edC4Exx/J7QerDuGqsmagm0V+iAtzs7nl3U7G+Q1iI3creXFEclxRKhBXo1SAEjocA4WTfauCDYshyMGwPF3QWpXf+sKEZu3F7NkVcWNd5asKtjZIC8izNu7udwitvZNE4mLrl2NAGvSgAEDAJgxY8ZBvX5vAaA/cal7zLx1Au1O8tpOf/ovePw46HYWDLoFkpr7XWGdFhcdQY/DG9Lj8IZljxWXlLJs7eYKeyx8lLWKV776DfD+J0tvFFfxaiE1kcaJMX79GiFBVwBS923dCLP+D754zDvTHH059Pubt3G9+MY5x6r8bbu1vPh1/c4Gecnx0bsMISWS3igu5BrkVdcVgK8BYGbXAQ8AKc65tfs7XgEgh2Tjr976ge8mQWwj6H8D9Lg4JFtLBLP8bUUs3mW9wtI1BRSVeOeqepHhtE9N8IaPApPO7Zok1OkGeXUuAMzsMOBJoD3QQwEgNSZ7gbdZ/S8zoeERXmuJjiM0URzECotL+WnNpgotLxbl5FOwzVvdHGbQqtzq5h3/bVRHGuTVxTmA/wDXA2/7WIOEorQMuOAdWPqx12PotQuh+VFea4kWvf2uTvYgKiKsbK+EkT28ORznHCs3bC27A2lRdj7zlm/g7QXZZa9rmhhTYb1Cx7REDmugBnk7+BIAZjYc+N059+3+7hE2s9HAaIAWLepuX3ipYWbQdii0GgQLXoTp98DTQ6HDKTDkDmjUyu8KZT/MjMMaxnJYw1hO7Ny07PENmwtZnFN+vUI+n/6YS0lgeXN8dAQdUhO8jqk7Vjc3iSc6ou4OIe1NtQ0BmVkm0HQPT90M/AMY6pzLM7PlQE8NAYmvCjfDnPHePgQl26Hnn705grhkvyuTKrCtyGuQV77lxeKcfDYXequbI8KM1o3jd7kLKYmk2OBY3Vxn5gDMrAvwCbBjqr85kA0c5Zxbta/XKgCk2m1aAzPuhfnPQlQc9PsrHH2F12ZC6pTSUseK9VsqtLzIys5nTcH2smOa1a9XdvfRjmBoVr/mG+T5GgBmFu2c276/xw6ysOXoCkCCTe4P3kKyHz6AxGbe+oGuZ6q1RAjILdi+yxBSHsvW7lzdnFQvcrcGea0bxxNZjaub/Z4EngMcWYnHROqGlHZw9suwfBZMvRUmXw5zHoGhd3rzBlJnpSREk5KQwnFtd3aW3VJYzA+rCipMOL/45Qq2FQVWN4eH0bZpvBcIqYl0apZE+6YJJAR5g7x9BoCZNQWaAfXMrDuw47onEaiSdovOufSqeB+RapHeD0Z9Allvwid3wPOnQqvBXo+hpp39rk5qSGxUBN1bNKB7iwZlj5WUOn5Zu6lCKGQuXsOr81aWHXN4o9gKdyB1TE2iSWJ00DTI298VwAnARXjj9A+yMwAK8CZyReq+sDDoMtK7Q2juEzDzAXisH2ScC4NuhsQ0vysUH4SHGa0bJ9C6cQIjMpoB3q2pawq2V2h5sSg7nw8X7pzebBQXtdt6hSNS4n1Z3VzZOYA/OefeqIF69klzABIUtqyHzx6EuRPAwuGYK7x9CGIS/a5MgtSm7cXevEL2zpYXP6wqoLDEG0KKiQyjXdPEXRrkJRAb5f0b3e9J4GuAZ/D+5f8E3tj/jc65qQdVzUFSAEhQ2bAcPrkLFr4Osckw4EZvZ7Lw4B73leBQVFLKz7mbykJhx1BS3tYiwFuq0jI5jo6piXz+3ivErvuBz6cc3LrZQw2Ab51z3czsBOBK4FbgGedcjU4CKwAkKP0+39usfsUsaNTa26O4/clqLSEHzDlHdt62nUNIgVBYuWErTRa9wpfvPH9Q73uodwHt+Jt8Et6J/1sLllkMEb816wEXvQc/fuS1lph0HrQ4xtuD4LBeflcntYiZ0ax+PZrVr8fxHZuUPX7s4BMIKy2u8s+r7I2r881sCjAMmGJmCUBplVcjUluZQbthcPkcOPk/sO5neGoIvHohrF/md3VSy4WXbMdcSZW/b2UD4C/A58B7zrktQAPgr1VejUhtFx7htZG4+muvlcTSqfDwUfDhjd7ksUgQqWwAjAeaACcGfi4A/q9aKhKpC6ITYOA/YMzXkHE2zH0c/pfh9Roq2uZ3dSJA5QOgt3PuSmAbgHNuA6BdNET2JzEVhj8El8/2Wk1n3g4P94RvJ0GpRlHFX5UNgCIzCwccgJmloDkAkcpr3AHOfc3bhyC2Ibw1Gp4YAMs+9bsyCWGVDYBxwFtAYzO7G5gF3FNtVYnUVUf0h0tmwGlPeHMCzw2HF0bC6kV+VyYhqFK3gTrnXjSz+cBgvFtC/+icW1ytlYnUVWFh0PUM6DDcmxuY+SA81tdrLTHwZm/YSKQGVHpHMOfcEmBJNdYiEloiY6DvNdD9fK+/0NwnYOEbcMxV0PdqbyJZpBpVXwNrEamc2IZw4r1w1VxoewLMvB/GHQlfPQUlVb/4R2QHBYBIsGh4BJw+0Ws/3agVvH8tPHoMLPkAanjnPgkNCgCRYNO8J1z8IZz5IrhSeOVsmHiS13NIpAopAESCkRl0OBmu+AL+8G9vi8onBsHrf/a6kIpUAQWASDALj4SjLoGrv4Fjr/OGgx7uBVNuVmsJOWQKAJHaICYRBt/q9RjqegbMGQ/jMmD2Q2otIQetUvsBBAvtByASsDrLaz39UybUbwGDboPOf/LWGIjsYm/7Aehvi0ht1KQTnPcGnD8ZYpLgzVHw5CD45TO/K5NaRAEgUpu1GgijZ8IfH4NNa+DZk+GlM2GN1mzK/ikARGq7sDCv5fSY+TD4dlgx21s/8O41ULDa7+okiCkAROqKyHpw7LXeHUO9LoFvXoBx3WHGfbB9k9/VSRBSAIjUNXHJ8If74cq50HowzLgXHjoS5k9UawmpQAEgUlc1agVnPg9/ngr1D/eGhB7rCz9OUWsJARQAInVfi97wl6lwxnNQUggvnQHPngLZ3/hdmfhMASASCsyg4whvWGjYA7BmEUwYAG9cAhtW+F2d+EQBIBJKwiOh92hvorjftbD4HW+P4qm3wNYNflcnNUwBIBKKYpJgyO3eraOdR8Lsh707huaMh+LtflcnNUQBIBLKkprDqY/CpTMhNQOm/MNrNrfwDU0UhwDfAsDMxpjZD2aWZWb3+1WHiACpXeGCyV57iah4r+30k4O9RWVSZ/kSAGY2EBgBdHXOdQL+7UcdIrKL1kPgss9gxHjIz4ZnhsHL58DapX5XJtXAryuAy4H7nHPbAZxza3yqQ0R2FRYO3c+DMV/DoFvgl5kwvje8d63Xb0jqDL8CoC1wrJl9aWafmlmvvR1oZqPNbJ6ZzcvNza3BEkVCXFQsHPd3746hnhd7K4nHdYdPH4DCLX5XJ1Wg2vYDMLNMoOkenroZuBuYBlwD9AImAUe4/RSj/QBEfLR2KWSOhSXvQUIqDLwZMs7xrhgkqNX4fgDOuSHOuc57+HobWAm86TxzgVIgubpqEZEqkNwGznoRLv4IEpvBO1fBY/1g6ce6Y6iW8msIaDIwCMDM2gJRwFqfahGRA3H4MTAqE06fCEVb4MWR8NwIyPnW78rkAPkVAE8DR5jZQuAV4ML9Df+ISBAxg06nwpVfwYn3warv4PH+8OalsPE3v6uTStKewCJy6LZuhFn/B1885v189OXe3gQxSb6WJR7tCSwi1adefTj+ThgzDzr9ET7/L/wvwwuE4kJ/a5O9UgCISNWp3wJOmwCjP4WmneGjG+CR3pA1WRPFQUgBICJVLy0DLngHznkNwqPhtQvhqaHw65d+VyblKABEpHqYQduhcNksOGUcbPwVnh4Kk86DdT/7XZ2gABCR6hYeAT0uhKu/9haP/TQNxh8FH/wdNuvubz8pAESkZkTFQf/r4ZoFcOQF8NVT3kTxzH+rtYRPFAAiUrPiG8PJ/4Er5kDLY2HaXd6uZN+8CKUlflcXUhQAIuKPlHZw9stw0fsQ3wTevsJbTPbTJ35XFjIUACLir/R+MOoT+NNTsD0PXjgNnj8VVi30u7I6TwEgIv4LC4MuI+GqeTD0bvj9a6/R3OQrIO93v6ursxQAIhI8IqKhz1XeRPExV8L3r8FDPeCTO2Fbvt/V1TkKABEJPvUawAl3w1VfQfuT4LMHvc1o5j4BJUV+V1dnKABEJHg1SIeRT8El0yGlPXxwHTxyNCx+V60lqoACQESCX7Mj4aL34OxJYOHeauKnT4TfvvK7slpNASAitYMZtDsRLp8NJ/8X1i+Dp4bAqxeotcRBUgCISO0SHuFtUn/1N9D/Rm9LyvG94cMbYPM6v6urVRQAIlI7RcfDwJu8IMg4B+ZO8CaKZ/0Hirb6XV2toAAQkdotoSkMH+cNDbU4GjLHwkM94dtXoLTU7+qCmgJAROqGxh3g3FfhwnchrhG8dSlM6A/LZvhdWdBSAIhI3dLyOLhkBpz2BGzdAM+NgBdGwupFflcWdBQAIlL3hIVB1zO81hLH3wm/zYXH+sLbV0F+jt/VBQ0FgIjUXZEx0Pcar7VE78u8eYGHjoRpd8P2Ar+r850CQETqvtiGcOK9XmuJtifCzPu9O4a+egpKiv2uzjcKABEJHQ1bwunPeO2nG7WB96/1WksseT8kW0soAEQk9DTvCRd/AGe95P38yjkw8SRYOd/fumqYAkBEQpOZ12n0ijlw0oOw9kd4chC8djGs/8Xv6mqEAkBEQlt4JPQa5a0oPu7v8MOH8HAv+OgfsGW939VVKwWAiAhAdAIMugWu/hq6nQlfPALjMuDzcVC0ze/qqoUCQESkvMQ0GDEeLv8cmveCj2+F8b3gu9fqXGsJBYCIyJ406QTnvQHnT4aYJHhzlDdH8MtnfldWZRQAIiL70mogjJ4Jf3wMNuXCsyfDS2fCmiV+V3bIfAkAM8swsy/MbIGZzTOzo/yoQ0SkUsLCIONsGDMPhoyFFbPh0WPg3WugYLXf1R00v64A7gfucM5lALcFfhYRCW6R9aDf3+DqBXDUaPjmBW9F8Yz7YPumavvYAQMGMGDAgCp/X78CwAGJge+TgGyf6hAROXBxjWDYv+DKudBmCMy41+sxNH9irWot4VcA/BV4wMx+A/4N3LS3A81sdGCYaF5ubm5N1Scisn+NWsEZz8FfPoYG6d6Q0GN94ccptaK1RLUFgJllmtnCPXyNAC4H/uacOwz4G/DU3t7HOTfBOdfTOdczJSWlusoVETl4hx0Ff57ihUFJIbx0Bjx7CmR/43dl+xRRXW/snBuyt+fM7DngmsCPrwFPVlcdIiI1wgw6joB2f4B5z8Cn98GEAdDlDG+BWYPD/a5wN34NAWUD/QPfDwKW+lSHiEjVCo+E3qO91hL9roXF78DDPWHqLd4OZUHErwC4BHjQzL4F7gFG+1SHiEj1iEmCIbfDmPnQeSTMfti7Y2jOeCje7nd1gE8B4Jyb5Zzr4Zzr5pzr7ZwLrR6sIhI6kprDqY/CpTMhNQOm/MNrNrfwDd8nirUSWESkJqR2hQsme+0louLh9T/Dk4O9RWU+UQCIiNSk1kPgss+8hnP52fDMMHj5HFhb81OhCgARkZoWFg7dz4MxX3t3CP0yE8b3hveuhU1raq6MGvskERGpKCrW24Tm6m+g58XeSuJx3eHTB6BwS7V/vAJARMRv8SnetpRXfglHDIDp//RaS3z9PJSWVNvHKgBERIJFchs460W4+CNIbAbvXAWP9eOohnl4LdSqlgJARCTYHH4MjMqE0ydC0Rbu77qMASkbq/xjFAAiIsHIDDqdCld+xb9/OIzP1yZV+UdUWy8gERGpAhFRvJeTXC1vrSsAEZEQpQAQEQlRCgARkRClABARCVEKABGREKUAEBEJUQoAEZEQpQAQEQlRCgARkRClABARCVEKABGREKUAEBEJUWoGJyIS5GbMmFEt76srABGREKUAEBEJUQoAEZEQpQAQEQlRCgARkRClABARCVEKABGREKUAEBEJUQoAEZEQZc45v2uoNDPLBVYc5MuTgbVVWI6ISE06lHPY4c65lF0frFUBcCjMbJ5zrqffdYiIHIzqOIdpCEhEJEQpAEREQlQoBcAEvwsQETkEVX4OC5k5ABERqSiUrgBERKQcBYCISIgK6QAws7Fmdt0eHk83s4UH+F4TzWxk1VUnInWRmc2uxDF/NbPYg3z/DDP7Q2WOrbUBYGbazlJEah3nXJ9KHPZX4KACAMgAak8AmFmcmb1vZt+a2UIzO9PMepnZ7MBjc80swcwuMrPXzOxdYKqZxZvZJ2b2tZl9b2YjAu+XbmZLzOzJwPu9aGZDzOxzM1tqZkeV+/huZjYt8Pgle6gt3MweMLOvzOw7M7s08LiZ2cNmtsjM3gca18gflojUama2KfDfAWY2w8xeD5yvXgycV64G0oDpZjY9cOyjZjbPzLLM7I5y77XreTIJuBM408wWmNmZ+yzGOef7F/An4IlyPycBy4BegZ8T8TawvwhYCTQMPB4BJAa+TwZ+AgxIB4qBLnghNx94OvDcCGBy4DVjgW+BeoHX/xb4g08HFgaOGQ3cEvg+GpgHtAROAz4GwgOv2QiM9PvPUl/60ldwfwGbAv8dAOQBzQPnqTlAv8Bzy4Hkcq/Zcc4LB2YAXYGofZwnH65MLcEyjPI98G8z+xfwHt7JNMc59xWAcy4fwMwAPnbOrQ+8zoB7zOw4oBRoBjQJPPeLc+77wOuygE+cc87Mvsc7we/wtnNuK7A1kLZHAQvKPT8U6FpufD8JaAMcB7zsnCsBss1sWlX8QYhISJnrnFsJYGYL8M5Ns/Zw3BlmNhrvBJ8KdAQcez9PVkpQBIBz7kcz64E3bnUvMBXvl9uTzeW+PxdIAXo454rMbDkQE3hue7njSsv9XErF33vXz9n1ZwPGOOemVHjQm2TRIgoRORTlz1Ml7OGcbGYtgevw/qW/wcwm4p3njEM8BwXLHEAasMU59wLwb+BoIM3MegWeT9jLpG8SsCZw8h8IHH4QHz/CzGLMrBHeJdlXuzw/BbjczCIDtbQ1szhgJnBWYI4gFRh4EJ8tIrInBUBC4PtEvH/45plZE2BY4PEl7Pk8Wf61+xQUVwB4Y/UPmFkpUARcjpduD5lZPWArMGQPr3sReNfM5uEN2yw5iM+eC7wPtADucs5lm1l6ueefxLss+9q8a6tc4I/AW8AgvOGrH4FPD+KzRUT2ZALwoZnlOOcGmtk3QBbemP/nAM65wsAk767nyenAjYEhpXudc5P29iFqBSEiEqKCYghIRERqngJARCREKQBEREKUAkBEJEQpAEREQpQCQKQGqWusBBMFgIhIiFIAiOyDmV0Q6AL7rZk9b2aHBzrQfhf4b4vAcRPNbFygM+OyHf/KV9dYCWYKAJG9MLNOwM3AIOdcN+Aa4GHgOedcV7yV6OPKvSQV6AecDNwXeOxUoB3eavdLgMr0ghepEQoAkb0bBLzunFsLEOhCewzwUuD55/FO+DtMds6VOucWsbMrbVnXWOdcNqCusRI0FAAie1eZbovlny/f2dH2coxI0FAAiOzdJ3h92BsBmFlDYDZwVuD5c9lz7/by1DVWglawdAMVCTrOuSwzuxv41MxKgG+Aq4GnzezveJ1hL97P26hrrAQtdQMVEQlRGgISEQlRCgARkRClABARCVEKABGREKUAEBEJUQoAEZEQpQAQEQlR/x/SOjz5p+3IaAAAAABJRU5ErkJggg==", + "image/png": 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Ns9QjJSIiHkmhxtOpR0pERJoIhZo6Cg4Odvpvl2LvkZq8GnpdAxi2HqlX+8GWuWZPJyLiUZrQ/Tf1qj5+bwo1TUlwBFz6OvzzG9sRnLx0W4/Up9dCzj6zpxMRcWu+vr4ADVoD4Mnsvzf777E2tFG4KWp/tq1HatlzsOIl2DoP/vwZhj4MfW8EL2+zJxQRcTve3t6Eh4eTkZEBQFBQEBat0zgpwzA4fPgwGRkZhIeHO3bd1Ib21NRRQUEBzZo1AyA/P991T0FV5cBmmDsV9q62PT6lj3qkRERqyTAM9u/fT3Z2ttmjuJ3w8HBatWrlNAhW9++3Qk0duX2oAbBaYc07th6pojxbC7h6pEREaq20tJTiYq3QqC5fX98THqFRqHFCoeYkctNg/rRjFw83bwcjXoRTzzF3LhERadK0UVhqTj1SIiLixhRqpLLTLrK1f//jZsACGz6FWX0h+RNoOgf2RETEzSjUiHPle6SiupX1SN0CH4xSj5SIiLgkhRo5sdg+cPPPMPSRsh6pn9UjJSIiLkmhRk7O2xcG3VXWI3X2cT1Sq82eTkREBFCokZpo0R6u/x9c+ma5Hqnz4Lt74Giu2dOJiEgTp1AjNWOxQK+rjuuRml3WIzXP7OlERKQJU6iR2qnUI5UGn12rHikRETGNQo3Ujb1HatDdtk3EW+fZjtr8PhuspWZPJyIiTYhCjdSdb6CtDPPmZRDb11a18P098M4wOLDJ7OlERKSJUKiR+hPdDcYvhAv/A34hsG+N7Q6pH2dA8RGzpxMREQ+nUFOPFmzcz77sIzShOq3KvLzhHzfBlN+hy0iwlsAvL8BrZ8KfS82eTkREPJgKLeuofKFl3J1f4OUXQFSIPwlx4STEh5MY15yesWEE+/vUy/dzO1vmwff32i4kBuh1NQx7wnahsYiISDWopduJhg41w59byM6/SyixVvyVelmgU3QIifHhtrAT15wOUc3w9rLUywwu72guLH7MdvEwBgS2gOFP2m4NtzSR34GIiNSaQo0TDR1q8vPz8fYL4I99OSSlZJOcmk1SShZpOUcrfV0zfx96xoaVBZ3mJMSF0zLEv15mclmpq2Hu7ZBRdvFwu8Ew4kWIONXcuURExKUp1DjRGKEmODi40msyco+SlJpdFnSy2LA3h8NFlW93jm0eWHYkJ5zE+OZ0ax1KgK93vczpMkqLYeUr8PMztroFnwAYPA36T7XVMYiIiBxHocYJs0LN8UqtBtsP5JGcmk1ySjZJqVnsyMjn+P8kfL0tdIkJJbHc9TltIoKweMIpm7//hHl3Hrt4OKobjHwJ4vqaOpaIiLgehRonXCXUOJN3tJiNe3MqHNHJzC+q9LrmQb70irMFnIT4cBJiwwkLctMjHIYBGz6DBffDkb8Bi+3OqSEPQUD9/OcjIiLuT6HGCVcONcczDIO9WUfKrsuxhZw/0nIpKrFWem37lsGOU1aJceF0bhWCr7cb3a1fcAh+eBDWf2x7HNIaLnwOuowwdy4REXEJCjVOuFOocaaoxMqW9FzHBcjJqdnsOXS40usCfL3ocUqY406rxPhwYsICXP+01Z9LYe4dkLXb9vi0EbZwE9razKlERMRkCjVOuHuocebvgiLWp2aTlJpddo1OFrlHSyq9LirEv8KdVi67O6f4CPz8LKx82ba4zy8Ezn0E+oy3LfYTEZEmR6HGCU8MNcezWg12HypwnLJKTs1mS3oepSfYnWO/PqdDy2Z4ucrunAObbLd/711texzb13YhcXQ3c+cSEZFG51GhZs+ePTz22GMsXryY/fv307p1a6677joeeOAB/Pz8qv0+TSHUOHOkqJQ/0nIcd1olp2RXuTunV5zttJU96EQ2M3F3jrUU1rxr644qyrO1gPefarsF3DfQvLlERKRRVffvtwuef6hs69atWK1W3nzzTTp06MAff/zBTTfdREFBAf/5z3/MHs/lBfp507dtC/q2beF47kDu0QoLAjfuyyG/sIQVOw+xYuchx+timweSGN/csT+nUXfn2HukTrvIVrWwdZ6tR2rT1zByJrQ/u3HmEBERt+AWR2qcee6553j99df5888/q/01TfVITXWUlFrZkZFf4bRVVbtzusaEOu62SogLb7zdOeqREhFpkjzqSI0zOTk5tGjR4oSvKSwspLCw0PE4Nze3ocdyWz7eXnSJCaVLTCjX9IsHbLtzNuzNqXC3VWZ+Eev35rB+bw7v//oXYNudU/5Oq15x4YQFNsDunC4joN1Zx3qk1n8C2xfC+U9BzzHqkRIRaeLc8kjNrl27OP3003n++eeZMGFCla+bPn06M2bMqPS8jtTUjn13TlK5Tcib9uVSVOp8d479upzEuHBOaxWCT33uzkldDXOnQsZm22P1SImIeCy3uFC4qtBR3urVq+nTp4/jcVpaGoMHD2bw4MG8/fbbJ/xaZ0dq4uLiFGrqkX13jv1ITlJqNn+dYHdO+etz6rw7x2mP1H3Q/zb1SImIeBC3CDWZmZlkZmae8DVt27YlICAAsAWac845h379+jFnzhy8vGr2//x1TU3jcOzOSckiKTWb9anZTnfnRIf6Vzht1TM2jCC/WpwRPbTL1iO1+2fb46hucPHLENvnxF8nIiJuwS1CTU3s27ePc845h969e/Phhx/i7V3zO3AUasxhtRr8mVlQ4dqcrfud787p3KrsIuS4cBLjwzm1urtz1CMlIuKxPCrU2E85xcfH88EHH1QINK1atar2+yjUuI4jRaVs3JfjuNMqKSWbdCe7c0L8fegZF2a7PqesrfyEu3MKDsEPD9guIgb1SImIeACPCjVz5szhhhtucPq5moyvUOPa7Ltz7AsCN+zN4UhxaaXXxbUItJ2yKgs53VqH4u9z3JG7XUtsp6TUIyUi4vY8KtTUF4Ua91JSamX7gfwKp612Hqxid07rMFvIKTttFd8iCEvJ0Sp6pG6EGl6PJSIi5lGocUKhxv3lHi1mQ6rttJV9I/KhgqJKr2sR7Oe4y6p/yAESkh7GJ32t7ZPqkRIRcSsKNU4o1Hge++6cdWVHcpJTs53uzvHCyh1hy5hY/CEB1sMYFh+M/lPxOls9UiIirk6hxgmFmqahsKSULel5JJfdUp5cbndOKw4x3fcDzve2tX+ne7dmSYf7ad79PBLiw4kJU8AREXE1CjVOKNQ0XYfyC1m/174JOZsWqT9wv/EOrSxZAHxRehZPFF+DX2jLCpuQe9R2d46IiNQbhRonFGrEzmo12J22H2PRDNr/9SleGPxtNOOx4uv52joQsO3G8fay0Ck6hMT4cMf+nGrvzhERkXqhUONEQ4Qa8QDH9Ujtbd6PN0On8OP+4Cp35/Qqd6dVQlw4ESfanSMiInWiUOOEQo1UqbTYduv3z88e65E6+1/s7zqB5LR8ksoWBG6sYndOfIsgx91WifHhdHW2O0dERGpFocYJhRo5qeN7pKK7227/LuuRKim1su1Anu1Oq7Lrc3Zm5Fd6Gz9vL7q0DnXUPSTEle3OqUuBp4hIE6VQ44RCjVSLYcD6T2Hhv6vVI2XfnVO+qfzvE+zOsW9C7hUXTmiA2sRFRE5GocYJhRqpEWc9Uhf9B0676IRfZhgGqX8fIancgsDNaZV35wB0iGpW4bRV5+gQfLy17VhEpDyFGicUaqRWju+R6jISLni2Rj1ShSWlbE7LdSwITErJJuXvw5VeF+jrTY/Y8pUPzWkVFlBfP4mIiFtSqHFCoUZqrfhIvfdIHcovdIQc+zU6eYUllV7XKjSgwp1W2p0jIk2NQo0TCjVSZ/v/gLm3w741tsex/yjrkepa57e2Wg3+zMwvayq3hZyt+3OxHvffUG8vC52jQxwLAhPjw2kfqd05IuK5FGqcUKiRemEthdXvwE+PQlEeePnAgNvhrHvrvUfqcFEJG/fmOE5ZJadmsz/Xye6cAJ8K1+YkxDWnRbBfvc4iImIWhRonFGqkXuXsg/nTYOs82+MW7WHETGg/uEG/bXrOEZLLAk5SajYb9mZztLjyRcjxLYIcp6wS4rQ7R0Tcl0KNEwo10iC2zIXv74W8dNvjXtfAsMchOKJRvr19d479SE7yCXbndG0d6jiakxjXnLgWgdqdIyIuT6HGCYUaaTBHc+Cnx2D124ABQREw/CnoeSWYEBpyjhSzoVyBZ3IVu3Miynbn2O+06hkXpt05IuJyFGqcUKiRBpf6u+1C4rIeKdqfAyNesJ2aMpFhGKT8fdhxbU5Sajab03IoLq34X3+LBU5t2cyxIDAhTrtzRMR8CjVOKNRIo7D3SC19BkoLHT1SnDkFvF3nKIh9d07501Yn3J1TdrdVQpx254hI41KocUKhRhrVoV0w7w7Yvcz2+LgeKVeUmV/I+nJ3Wq1Pdb47JyYsoMJpqx6nhBHop4uQRaRhKNQ4oVAjjc5pj9REGPoQ+IeYPd1JWa0Guw7mO67LSUrJZlsVu3NOaxVSIei0jwzW7hwRqRcKNU4o1Ihpju+RCj0FLnzupD1SrqigsISN+3LKNZVncSC3sNLr7Ltzjl2fo905IlI7CjVOKNSI6XYtsZ2Sytpje1yLHilXZN+dY9+EvGGf8905bSKCygWd5nSNCcXPRxchi8iJKdQ4oVAjLqHoMCx7Fla8DEYp+IfC0Ifr1CPlaopLrWzbn1duE3IWuw4WVHqdn7cX3U4JdZy2Oj2+ObHNtTtHRCpSqHFCoUZcSgP2SLminCPFrC9X4JmUkkXW4eJKr4sI9iu3CVm7c0REocYphRpxOY3YI+VqarI7p0PLZo4LkBPiwukU3Uy7c0SaEIUaJxRqxGXl7LNVLWz7zva4kXqkXM3R4lI2p+eW24ScRerfRyq9LsjPmx6nhJU1lTcnMT6c6FDtzhHxVAo1TijUiMs7vkcq4Vpbj1RQC3PnMlFmfmG5As8s1qfmkF/F7pzyp620O0fEcyjUOKFQI27haI7tdNTqd3CFHilX49idU67X6kS7cxLLbidPiAvX7hwRN6VQ44RCjbgVF+2RckX23Tn2O62SUrLJyKu8Oyc0wIdeZbeUJ8Y3p1dcuHbniLgBhRonFGrE7ZQU2Xqkfn7WpXukXI1hGKTnHK1wp9XGfTlV7s5JLLcJuYt254i4HIUaJxRqxG057ZF6GWJ7mzqWO7Hvzkkqtwn5T2e7c3y86NY6lMS45mUXIodrd46IyRRqnFCoEbfm5j1SrijncDHr9x5bEJicmu10d05kM78Kt5T3jA0jRLtzRBqNQo0TCjXiEQoyYeEDsOFT2+PQU+DC/8BpF5o7lwcwDIO/Dh12nLJKTs1mc3qu0905HaOaOe60SowPp1N0CN66CFmkQSjUOKFQIx5l12KYd+dxPVLPQWiMqWN5mqPFpWxKy61wfc7erKp359iP5mh3jkj9UahxQqFGPI6zHqlzH4He4z2mR8oVHcwrZH3Z3pzk1Owqd+e0DgtwLAhMiA+ne2vtzhGpDYUaJxRqxGPt/wPmToV9a22P4/rZNhJ7aI+Uqykt251jvwA5KSWb7QfyKu3O8fGycFpMSFlTuS3otIvQ7hyRk1GocUKhRjyao0dqBhTll/VI3VHWI6XTII2toLCEDXtzKlyfU9XunAT7KauyW8uba3eOSAUKNU4o1EiTkLMXvp9WrkfqVBg5E9qdZepYTZ19d075O6027M2hsKTy7py2EUEV7rbS7hxp6hRqnFCokSZFPVIuz7E7JyXLUflQ1e6c7q1DHXdaJWh3jjQxCjVOKNRIk6MeKbeTc7iY5L3HFgQmp2aTXeXuHFvISYwLp2dcOM38fUyYWKThKdQ4oVAjTVbq7/DtVDi4xfa4/Tkw4kVo0c7cueSk7LtzklKzyoJONpvTcimxOt+dY78AOSFOu3PEcyjUOKFQI01apR6pwLIeqcnqkXIz9t059guQk1Ozne7OCfbzpkdsWIUjOlHanSNuSKHGCYUaEdQj5aEO5hVWuNNqw17nu3NOCQ8s24RsWxDY/ZQwAny1O0dcm0KNEwo1ImUMA9Z/UtYjlQVYoN/NMORB9Uh5iFKrwc6MfMedVifandMlJrRC0GkXGayLkMWlKNQ4oVAjcpyCTFuw2fCZ7bF6pDxafmEJG/fmVLg+56CT3Tlhgb70su/NiQ8nIVa7c8RcCjVOKNSIVKFSj9TFcMGz6pHycIZhkJZz1BZwyk5bbdznfHdOu8hgx5GchLhwTmul3TnSeBRqnFCoETkB9UgJtt05W9PzSC6re0hOzebPTOe7c3qcElbhtNUp4dqdIw1DocYJhRqRati/EebeXrFHauRLENXF3LnENNmHixx3Wdk/nO/O8XcEHO3OkfqkUOOEQo1INVlLYfXbtsV9Rfng5QsD74BB96hHSjAMgz2HDlc4mlPV7pxOUSHHTlvFh9MxSrtzpOYUapxQqBGpoZy9tqqFbd/bHqtHSqpg252TQ1LZBcjJKdnsy3a+O6dnbLhjQWBifDhRIQrK7q6goIBmzZoBkJ+fT3BwcL2+v0KNEwo1IrVgGMd6pPL3255LuA6GPaYeKTmhjDzbRcj2W8o37M2moKi00utOCQ8kIf5YS7l257gfhRoTKNSI1IGzHqnzn4YeV6hHSqrFvjun/CbkbQfyOP6vkH13jv1Oq4Q47c5xdQo1JlCoEakHKatsFxLbe6ROHQIXvaAeKamV/MISNuw9djQnuYrdOeFBvvSKDa9wW3l4kHbnuAqFGhMo1IjUE/VISQMxDIN92UdsR3LKrs/54wS7c+wLAhPjmnNaTAi+3lo/YAaFGhMo1IjUs0O7bEdt9iy3PY7uARe/BKeoR0rqT1GJla37cysEnd1Oduf4+3jR/ZSwY5uQ47Q7p7Eo1JhAoUakARgGJH8MPzygHilpNPbdOfZTVsmp2eQcqbw7p2WIf4UFgT1jtTunISjU1FJhYSH9+vVj/fr1JCUlkZCQUO2vVagRaUDOeqQueh46X2DuXNIkGIbB7swCR8BJSslmS3rl3TleFugUHVIu6DSnQ1Qz7c6pI4WaWrr99tvZsWMH8+fPV6gRcUXqkRIXcbS4lD/25dhCTjV25zjuttLunBpTqKmF+fPnc9ddd/Hll1/SrVs3hRoRV1V0GH5+Bla+Uq5Hajr0vkE9UmIq++4ce8ipzu6cxPhwurXW7pwTUaipoQMHDtC7d2/+97//ERkZSbt27U4aagoLCyksPHZrYG5uLnFxcQo1Io1FPVLi4kqtBjsy8sqaym2nrrZnON+d07V1aLlbypvTNiJIFyGXUaipAcMwuPDCCxkwYAAPPvgge/bsqVaomT59OjNmzKj0vEKNSCNSj5S4mbyjxWzcm2M7mlN2fU5mvvPdOfZrc+wfTXV3jkINVYeO8lavXs3KlSv57LPPWLZsGd7e3tUONTpSI+JC1CMlbsq+O6f8nVYb9+VQ5GR3TvvI4ApHc5rK7hyFGiAzM5PMzMwTvqZt27ZcddVVzJ07t8JhvtLSUry9vbn22mt5//33q/X9dE2NiMnUIyUewr47p3zQqWp3To9Twhx3WiXEh9M6LMDjTlsp1NRASkoKubm5jsdpaWkMHz6cL774gn79+hEbG1ut91GoEXERR3Pgxxmw5l1sPVKRZT1Sl6tHStxWVkERyXuPLQhcf4LdOeUXBHrC7hyFmjqo7umn4ynUiLgY9UiJB7PvzrEfzUlKzWJrel6Vu3OOFXi63+4chZo6UKgR8SAlRbDyJfj5OfVIicez784pf9rK2e6cZv4+9Iwtd9oqLpyWIf4mTFw9bh1qhgwZwldffUV4eHilb3rJJZewePHiGg/cGBRqRFxY5k6Yd4d6pKTJycg9Wu5Oqyw27M3hsJPdObHNAytsQu7WOtRldue4dajx8vJi//79REVFVXg+IyODU045heLiyucQXYFCjYiLO75HyuIF/7gZhjygHilpMuy7c5JS7NfnZLEjI7/S7hxfbwtdYkIrNJW3MWl3jluGmg0bNgCQkJDA4sWLadHi2N0KpaWlLFiwgDfffJM9e/bUfvIGpFAj4iYq9UjFwkX/UY+UNFnld+fYTl1lkZlfVOl1zYN86RVnCzgJ8eEkxIYTFtTwp3HdMtR4eXk5EqCzLwsMDOSVV15h/PjxtRi54SnUiLiZnT/ZeqSy/7I97jrK1iMV0srcuURMZhgGe7OOlGsqz+KPtFznu3Nalu3OKTtt1blV/e/OcctQ89dff2EYBu3bt+f333+nZcuWjs/5+fkRFRWFt7drnN9zRqFGxA0VHYafn4aVs8p6pMLg3EfUIyVynKISK1vScx3X5iSnZrPn0OFKrwvwPbY7JyGuOYnx4cTUcXeOW4Yad6dQI+LG9m+Eb6dC2jrbY/VIiZzU3wVFrLe3lKdmk5ySRe7Rkkqviwrxr3CnVc/YMIJrsDvHrUPN+++/T2RkJBdddBEA06ZN46233qJr16588skntGnTpvaTNyCFGhE3Zy2F32fD4sfUIyVSC1arwe5DBY4LkJNTs9mSnkfpCXbn2K/P6dCyGV5V7M5x61DTuXNnXn/9dYYMGcKvv/7K0KFDmTlzJvPmzcPHx4evvvqqTsM3FIUaEQ/htEfqJWg3yNy5RNzQkaJS/kjLORZ0UrJJyzla6XXN/H3oFXfstFX53TluHWqCgoLYunUr8fHx3HfffaSnp/PBBx+wadMmzj77bA4ePFin4RuKQo2IB3HWI5V4HZynHimRujqQe7TcgsAT785JjG9Ol0g/Jg/rDpgbampVNtGsWTMOHTpEfHw8P/zwA3feeScAAQEBHDlSeTOiiEi9s1ig68XQfnBZj9Q7kPQhbFugHimROooODeD87q04v7vtTsOSUis7MvIdd1olp2azIyOfvVlH2Jt1hG+Kjh3ZWfjHfkb3O9WUuWsVas477zwmTJhAYmIi27dvd1xbs2nTJpe9nkZEPFRAGIx4AXpeWdYjtRW+mgDrP1aPlEg98fH2oktMKF1iQrmmXzxg252zYW8OyanZ/L4jjQ/KXhvbItC0OWt1P+Srr75K//79yczM5KuvviIiIgKAtWvXcs0119TrgCIi1RJ/Bty8HIY8CN7+sGsxvHYmrHgJSivf7SEidRMS4MuADpFMPqcDr117rM6kc7R5279rFWrCw8O54oorCA4OZvr06ezbtw+AU089lcGDB9frgCIi1ebjB2fdC7euhLaDoOQILHoYZp8N+9aaPZ1Ik+BTz4v9aqJW3/nLL7/k/PPPJygoiKSkJAoLCwHbxUFPPvlkvQ4oIlJjkR1g7FwY9RoENrftuHn7XJj/LyjMM3s6EWkgtQo1jz/+OG+88QazZ8/G1/dYp0T//v1Zt25dvQ0nIlJrFgskXguTV0OPK8GwwqrX4dUzYNt8s6cTkQZQq1Czbds2zjrrrErPh4aGkp2dXdeZRETqT7OWcNlsuO5LCG8DuXvhk6vg839C3n6zpxORelSrUBMTE8POnTsrPf/LL7/Qvn37Og8lIlLvOpwLk36DAbeDxRs2fwOz/gFr3gVr5RJAEXE/tQo1N998M7fffjurVq3CYrGQlpbGRx99xD333MOkSZPqe0YRkfrhFwTnPQoTl0Lr06Ewx9YC/t4FkLHF7OlEpI5qtadm2rRp5OTkcM4553D06FHOOuss/P39ueeee5gyZUp9zygiUr9iesKEH4/1SKX+Bm8MgoF3wqC71SMl4qbq1NJ9+PBhNm/ejNVqpWvXro7eB1elmgQRqSRnL3x3D2wvu3g4ogOMmKkeKZEacOvuJ3elUCMiThkGbPkWvp+mHimRWnCVUGPehhwREVdhsUDXUTB5FfQZb3su6UOY1Rc2/J8t9IiIy1OoERGxCwyHES/C+IXQ8jQ4nGnrkfrwMsjaY/Z0InISCjUiIser1CP1k21p34qX1SMl4sIUakREnHHaI/WQeqREXJhCjYjIiTh6pF6t2CO14H4ozDd7OhEpR6FGRORkLBbb3VDle6R+ew1e7QfbFpg9nYiUUagREakupz1SY+DzseqREnEBCjUiIjVVqUfqf+qREnEBCjUiIrVRoUcq8bgeqa1mTyfSJCnUiIjURUxPmPATnP8M+AaX9UgNhMVPQPFRs6cTaVIUakRE6srLG864xbaRuNP5YC2GZc/CGwNg93KzpxNpMhRqRETqS3gcXP0pXPE+NIuGQzvh/RHwzWQ4/LfZ04l4PIUaEZH6ZLFAt0tg8u8Ve6Re/Qds/EI9UiINSKFGRKQhHN8jVXAQvrwRPrpcPVIiDUShRkSkIdl7pM55ELz9YOeP6pESaSAKNSIiDc3HDwbfC7f+6qRHap3Z04l4DIUaEZHGUr5HKiC8rEdqqHqkxO0FBwdjGAaGYRAcHGzaHAo1IiKNyd4jNWUN9LjiWI/Ua2eoR0qkjhRqRETM0KwlXPZ2WY9UPOSkqkdKpI4UakREzGTvkeo/9bgeqffUIyVSQwo1IiJm8wuGYY8d1yN1h3qkRGpIoUZExFU4eqSertgjteRJ9UiJVINCjYiIK/HyhjNurdgj9fMzth6pPb+YPZ2IS1OoERFxRc56pOZcBN9MUY+USBUUakREXJXTHqn/qkdKpAoKNSIirs7eI3XDAojsrB4pkSoo1IiIuIs2Z8Ity+GcB471SL12pnqkRMoo1IiIuBMffxg8DW5dCW0GQvHhsh6pc9QjJU2eQo2IiDuK7Ajj5sHFs8p6pDaoR0qaPIUaERF3ZbHA6dc775HavtDs6UQanUKNiIi7s/dIXVuuR+rjK+H/xkHeAbOnE2k0CjUiIp6i43E9Upu+hll91SMlTYZCjYiIJ3H0SC2BmIRjPVJzLoSD28yeTqRBKdSIiHiimF5w0+JjPVIpv8LrA9QjJR5NoUZExFNV2SM1UD1S4pEUakREPF2lHqkdth6pb2+DI1lmTydSbxRqRESagvI9Ur1vsD237gPbhcTqkRIPoVAjItKUBIbDyJlV9Ej9ZfZ0InXiVqHmu+++o1+/fgQGBhIZGcno0aPNHklExD057ZE6A1a+oh4pcVtuE2q+/PJLrr/+em644QbWr1/PihUruOaaa8weS0TEfTnrkfrhQVuPVFqS2dOJ1JjFMFz/RGpJSQlt27ZlxowZ3HjjjdX+usLCQgoLCx2Pc3NziYuLIycnh9DQ0IYYVUTEPRkGJH1oCzVHs8HiBf1uhXP+Df7NzJ5Omrjc3FzCwsJO+vfbLY7UrFu3jn379uHl5UViYiIxMTFccMEFbNq06YRf99RTTxEWFub4iIuLa6SJRUTcjNMeqVfVIyVuxS1CzZ9//gnA9OnTefDBB5k3bx7Nmzdn8ODB/P3331V+3f33309OTo7jIzU1tbFGFhFxT+qREjdmaqiZPn06FovlhB9r1qzBWtZZ8sADD3DZZZfRu3dv3nvvPSwWC//3f/9X5fv7+/sTGhpa4UNERKrB0SN127EeqVfVIyWuzcfMbz5lyhSuuuqqE76mbdu25OXlAdC1a1fH8/7+/rRv356UlJQGnVFEpMnyC4Zhj9tOR307FdKTbT1SGz6DkS9By85mTyhSgamhJjIyksjIyJO+rnfv3vj7+7Nt2zYGDhwIQHFxMXv27KFNmzYNPaaISNNm75H6/S346bFjPVKD7oZBd9nuohJxAW5xTU1oaCi33HILjzzyCD/88APbtm3j1ltvBeCKK64weToRkSagfI9Ux+FlPVJP28LNnhVmTycCmHykpiaee+45fHx8uP766zly5Aj9+vVj8eLFNG/e3OzRRESajvA4uOYz2Pw/+H5aWY/UhXD6P+G8RyFQ/5ss5nGLPTX1pbr3uYuISDUcyYYfp8Pa92yPg1vC+U9D98tst4iL1BOP2lMjIiIuqMoeqSvUIyWmUKgREZG6qdQjtUg9UmIKhRoREak79UiJC1CoERGR+hPZEcbNg4tnQUA47N8As4fAgn9DYb7Z04mHU6gREZH65eiRWg3dLz+uR+oHs6cTD6ZQIyIiDaNZFFz+znE9UleoR0oajEKNiIg0rKp6pNbOUY+U1CuFGhERaXj2HqmJSyAmAY7mwNzbYc5FcHCb2dOJh1CoERGRxhPTCyb8BMOfAt9gSFkJbwyEJU9BSaHZ04mbU6gREZHG5e0DZ06Cyb/ZeqRKi2w9Um8MVI+U1IlCjYiImCM83tYjdcUcCI6CzO22Hqlvb4MjWWZPJ25IoUZERMxjsUC3S2HK79B7nO25dR/ArH/AH19C06knlHqgUCMiIuYLbA4jXyrXI5UBX4xXj5TUiEKNiIi4DnuP1Nn/Pq5HapZ6pOSkFGpERMS1+PjD2feV9UgNKOuRegDeHqIeKTkhhRoREXFNkR1h7Dy4+BUICIP09bYeqYUPqEdKnFKoERER1+XlBaf/E6asOdYj9esseO1M9UhJJQo1IiLi+hw9Ul9AWDzkpJT1SN2gHilxUKgRERH30fE829K+/reBxQs2fVXWI/W+eqREoUZERNyMvUfqpvI9UlPLeqS2mz2dmEihRkRE3FPrhLIeqSfL9UgNUI9UE6ZQIyIi7svbB86crB4pARRqRETEE9h7pC5/77geqanqkWpCFGpERMQzWCzQffRxPVLvq0eqCVGoERERz+LokZpfsUfq4yshO8Xs6aQBKdSIiIhnatO/Yo/Ujh/g1X7qkfJgCjUiIuK57D1St6xw0iOVbPZ0Us8UakRExPO17OSkR+oc9Uh5GIUaERFpGuw9UpNXQ/fL1CPlgRRqRESkaQmJhsvfrdwj9cV4yM8wezqpA4UaERFpmuw9UmdOsfVI/fElzOqjHik3plAjIiJNl18wDH+ico/U+yPUI+WGFGpEREQq9EgFwV8rbD1SS59Wj5QbUagRERGBcj1Sq6DjMFuP1NKnbD1Sf600ezqpBoUaERGR8sLj4ZrPK/ZIvXeBeqTcgEKNiIjI8cr3SJ0+1vaceqRcnkKNiIhIVQKbw8Uvl/VIdVKPlItTqBERETmZNv3hll/g7Psr9kj9+qp6pFyIQo2IiEh1+PjD2f+q2CO18N/qkXIhCjUiIiI1caIeqaICs6dr0hRqREREaqqqHqlXz4Adi8yerslSqBEREakte4/UNf93rEfqo8vVI2UShRoREZG66jRMPVIuQKFGRESkPlTokeqlHikTKNSIiIjUp9YJMGGxkx6pZ9Qj1cAUakREROqbvUdq0m/Q4byyHqkn1SPVwBRqREREGkrzNnDt/9kuJlaPVINTqBEREWlIFovttm+nPVJfqUeqHinUiIiINAanPVI3wMdj1CNVTxRqREREGlOlHqmFtqV96pGqM4UaERGRxla+Ryq+PxQXlPVIDbXVLkitKNSIiIiYpWUnGPcdjHy5rEcqGd5Sj1RtKdSIiIiYycsLeo+19Uh1Gw1GqXqkakmhRkRExBWERMMV76lHqg4UakRERFxJp2Ew6dfKPVLrPtDt3yehUCMiIuJq/JuV9UgtPtYj9e1tMGcEZO4wezqXpVAjIiLiqlon2nqkhj1R1iP1C7zeXz1SVXCbULN9+3ZGjRpFZGQkoaGhDBgwgCVLlpg9loiISMPy9oH+U1y6R6qgoACLxYLFYqGgwLy7ttwm1Fx00UWUlJSwePFi1q5dS0JCAiNGjGD//v1mjyYiItLwKvRItTzWIzX3djiSbfZ0LsFiGK5/1VFmZiYtW7Zk2bJlDBo0CIC8vDxCQ0P58ccfGTp0qNOvKywspLDw2OG53Nxc4uLiyMnJITQ0tFFmFxERqXdHsmDRI7YOKYBm0XDBM9D1ElvXVCMrKCigWbNmAOTn5xMcHFyv75+bm0tYWNhJ/367xZGaiIgIunTpwgcffEBBQQElJSW8+eabREdH07t37yq/7qmnniIsLMzxERcX14hTi4iINBB7j9S47yGiI+QfgP8b1+R7pNziSA3Avn37GDVqFOvWrcPLy4vo6Gi+++47EhISqvwaHakRERGPV1IIv7wIy5+3XW/jGwxDHoR+N4OXd6OMoCM1wPTp0x0XFlX1sWbNGgzDYNKkSURFRbF8+XJ+//13Ro0axYgRI0hPT6/y/f39/QkNDa3wISIi4lEcPVK/lOuRuh9mD2lyPVKmHqnJzMwkMzPzhK9p27YtK1asYNiwYWRlZVUIJh07duTGG2/kX//6V7W+X3WTnoiIiFuyWiHpA/jhYSjMAYs3nHErnPNv8KvfoyflucqRGp96/a41FBkZSWRk5Elfd/jwYQC8vCoeWPLy8sJqtTbIbCIiIm7Hywt6j4NOF8CCf8Gmr2w9Upu/hREvQMfzzJ6wQbnFhcJnnnkmzZs3Z+zYsaxfv57t27dz7733snv3bi666CKzxxMREXEtFXqk4sr1SN3o0T1SbhFqIiMjWbBgAfn5+QwZMoQ+ffrwyy+/8M0339CrVy+zxxMREXFNnYbZlvY5eqS+gFl9PbZHym3ufqoPuqZGRESarLQk+HYq7N9ge9xmIIycCZEd6/zWrnJNjVscqREREZE6ap0INy3x6B4phRoREZGmosoeqUHw169mT1dnCjUiIiJNTaUeqW3w3vkw9w637pFSqBEREWmKLBbofhlM/h1O/6ftubXvwav/gE1fu+WFxAo1IiIiTVlQC7j4lco9Up9cBdmpZk9XIwo1IiIiAm0HwK0rYPC/wMsXti+AV/vBr6+BtdTs6apFoUZERERsfPzhnPtt4aZ8j9TbQ92iR0qhRkRERCpq2RnGfQcjXwL/MNuOm7fOgR8ehKICs6erkkKNiIiIVGbvkZqyGrqNBqMUVr4Cr50BO340ezqnFGpERESkao4eqc9tPVLZKfDRZS7ZI6VQIyIiIifXabhtad8Zk122R0qhRkRERKrHvxmc/yTctBha9YSj2fDtbfDhZWZPBijUiIiISE05eqQet/VIpZSrWCgpMm0shRoRERGpOW8f6H+b7ZRU+3OOPb/2PdNGUqgRERGR2mveBq766Njj08eaNopCjYiIiNSNxXLs374Bpo2hUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQj+Jg9gIiIiLi34OBgDMMwewwdqRERERHPoFAjIiIiHkGhRkRERDyCQo2IiIh4BIUaERER8QgKNSIiIuIRFGpERETEIyjUiIiIiEdQqBERERGPoFAjIiIiHkGhRkRERDyCQo2IiIh4BIUaERER8QgKNSIiIuIRFGpERETEI/iYPUBjMgwDgNzcXJMnERERkeqy/922/x2vSpMKNXl5eQDExcWZPImIiIjUVF5eHmFhYVV+3mKcLPZ4EKvVSlpaGiEhIVgslnp739zcXOLi4khNTSU0NLTe3ldERMRdNOTfQsMwyMvLo3Xr1nh5VX3lTJM6UuPl5UVsbGyDvX9oaKhCjYiINGkN9bfwREdo7HShsIiIiHgEhRoRERHxCAo19cDf359HHnkEf39/s0cRERExhSv8LWxSFwqLiIiI59KRGhEREfEICjUiIiLiERRqRERExCMo1DSCPXv2YLFYSE5OrvI1S5cuxWKxkJ2dXafv1bZtW2bOnFmn9xARkabl7LPP5o477jB7jDpTqBEREWnivvrqKx577LFqvbY6/0e9NubMmUN4eHid3qNJbRQ+keLiYnx9fc0eQ0REpNG1aNHC7BHqhdsfqfniiy/o0aMHgYGBREREcO6551JQUADAu+++S7du3fD39ycmJoYpU6Y4vs5isfDGG28watQogoODefzxxyktLeXGG2+kXbt2BAYG0rlzZ1566aUK32/cuHFccsklPPnkk0RHRxMeHs6MGTMoKSnh3nvvpUWLFsTGxvLuu+9WmnXr1q3079+fgIAAunXrxtKlS0/4s61cuZKzzjqLwMBA4uLimDp1quNnA8jIyGDkyJEEBgbSrl07Pvroozr8JkVEpKkqf/qpbdu2PPnkk4wfP56QkBDi4+N56623HK9t164dAImJiVgsFs4++2wAVq9ezXnnnUdkZCRhYWEMHjyYdevWVfg+2dnZTJw4kejoaAICAujevTvz5s1j6dKl3HDDDeTk5GCxWLBYLEyfPr3GP4dbh5r09HSuvvpqxo8fz5YtW1i6dCmjR4/GMAxef/11Jk+ezMSJE9m4cSPffvstHTp0qPD1jzzyCKNGjWLjxo2MHz8eq9VKbGwsn3/+OZs3b+bhhx/m3//+N59//nmFr1u8eDFpaWksW7aMF154genTpzNixAiaN2/OqlWruOWWW7jllltITU2t8HX33nsvd999N0lJSfTv35+LL76YQ4cOOf3ZNm7cyPDhwxk9ejQbNmzgs88+45dffqkQzMaNG8eePXtYvHgxX3zxBa+99hoZGRn19NsVEZGm6vnnn6dPnz4kJSUxadIkbr31VrZu3QrA77//DsCPP/5Ieno6X331FWBr0B47dizLly/nt99+o2PHjlx44YXk5eUBtlLpCy64gJUrV/Lhhx+yefNmnn76aby9venfvz8zZ84kNDSU9PR00tPTueeee2o+uOHG1q5dawDGnj17Kn2udevWxgMPPFDl1wLGHXfccdLvMWnSJOOyyy5zPB47dqzRpk0bo7S01PFc586djUGDBjkel5SUGMHBwcYnn3xiGIZh7N692wCMp59+2vGa4uJiIzY21njmmWcMwzCMJUuWGICRlZVlGIZhXH/99cbEiRMrzLJ8+XLDy8vLOHLkiLFt2zYDMH777TfH57ds2WIAxosvvnjSn0tERMRu8ODBxu23324YhmG0adPGuO666xyfs1qtRlRUlPH6668bhnHsb1pSUtIJ37OkpMQICQkx5s6daxiGYSxcuNDw8vIytm3b5vT17733nhEWFlann8Otr6np1asXQ4cOpUePHgwfPpxhw4Zx+eWXU1xcTFpaGkOHDj3h1/fp06fSc2+88QZvv/02f/31F0eOHKGoqIiEhIQKr+nWrVuF6vPo6Gi6d+/ueOzt7U1ERESloyZnnnmm498+Pj706dOHLVu2OJ1t7dq17Ny5s8IpJcMwsFqt7N69m+3btzvew+60006r80VWIiIiPXv2dPzbYrHQqlWrk54JyMjI4OGHH2bx4sUcOHCA0tJSDh8+TEpKCgDJycnExsbSqVOnBpvbrU8/eXt7s2jRIubPn0/Xrl155ZVX6Ny5MwcOHKjW1wcHB1d4/Pnnn3PnnXcyfvx4fvjhB5KTk7nhhhsoKiqq8LrjLyi2WCxOn7NarSedwWKxOH3earVy8803k5yc7PhYv349O3bs4NRTT8Uoa7eo6utFRERqqzZ/08aNG8fatWuZOXMmK1euJDk5mYiICMff0MDAwAab186tQw3YftEDBgxgxowZJCUl4efnx6JFi2jbti0//fRTjd5r+fLl9O/fn0mTJpGYmEiHDh3YtWtXvc3622+/Of5dUlLC2rVrOe2005y+9vTTT2fTpk106NCh0oefnx9dunShpKSENWvWOL5m27Ztdd5zIyIiciJ+fn4AlJaWVnh++fLlTJ06lQsvvNBxk05mZqbj8z179mTv3r1s3769yvc9/j1ryq1DzapVq3jyySdZs2YNKSkpfPXVVxw8eJAuXbowffp0nn/+eV5++WV27NjBunXreOWVV074fh06dGDNmjUsXLiQ7du389BDD7F69ep6m/fVV1/l66+/ZuvWrUyePJmsrCzGjx/v9LX33Xcfv/76K5MnTyY5OZkdO3bw7bffcttttwHQuXNnzj//fG666SZWrVrF2rVrmTBhQqMkYRERabqioqIIDAxkwYIFHDhwgJycHMD2N/S///0vW7ZsYdWqVVx77bUV/iYNHjyYs846i8suu4xFixaxe/du5s+fz4IFCwDbXVf5+fn89NNPZGZmcvjw4RrP5tahJjQ0lGXLlnHhhRfSqVMnHnzwQZ5//nkuuOACxo4dy8yZM3nttdfo1q0bI0aMYMeOHSd8v1tuuYXRo0czZswY+vXrx6FDh5g0aVK9zfv000/zzDPP0KtXL5YvX84333xDZGSk09f27NmTn3/+mR07djBo0CASExN56KGHiImJcbzmvffeIy4ujsGDBzN69GgmTpxIVFRUvc0rIiJyPB8fH15++WXefPNNWrduzahRowDbGpWsrCwSExO5/vrrmTp1aqW/SV9++SV9+/bl6quvpmvXrkybNs1xdKZ///7ccsstjBkzhpYtW/Lss8/WeDaLYb84Q0RERMSNufWRGhERERE7hRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYg0eW3btmXmzJlmjyEidaRQIyIiIh5BoUZEREQ8gkKNiLgUq9XKM888Q4cOHfD39yc+Pp4nnngCgI0bNzJkyBACAwOJiIhg4sSJ5OfnO7523LhxXHLJJfznP/8hJiaGiIgIJk+eTHFxseM1GRkZjBw5ksDAQNq1a8dHH33U6D+jiDQMH7MHEBEp7/7772f27Nm8+OKLDBw4kPT0dLZu3crhw4c5//zzOeOMM1i9ejUZGRlMmDCBKVOmMGfOHMfXL1myhJiYGJYsWcLOnTsZM2YMCQkJ3HTTTYAt+KSmprJ48WL8/PyYOnUqGRkZJv20IlKf1NItIi4jLy+Pli1bMmvWLCZMmFDhc7Nnz+a+++4jNTWV4OBgAL7//ntGjhxJWloa0dHRjBs3jqVLl7Jr1y68vb0BuPLKK/Hy8uLTTz9l+/btdO7cmd9++41+/foBsHXrVrp06cKLL77IHXfc0ag/r4jUL51+EhGXsWXLFgoLCxk6dKjTz/Xq1csRaAAGDBiA1Wpl27Ztjue6devmCDQAMTExjiMxW7ZswcfHhz59+jg+f9pppxEeHt4AP42INDaFGhFxGYGBgVV+zjAMLBaL08+Vf97X17fS56xWq+M9jn+9iHgOhRoRcRkdO3YkMDCQn376qdLnunbtSnJyMgUFBY7nVqxYgZeXF506darW+3fp0oWSkhLWrFnjeG7btm1kZ2fXeXYRMZ9CjYi4jICAAO677z6mTZvGBx98wK5du/jtt9945513uPbaawkICGDs2LH88ccfLFmyhNtuu43rr7+e6Ojoar1/586dOf/887nppptYtWoVa9euZcKECSc8QiQi7kOhRkRcykMPPcTdd9/Nww8/TJcuXRgzZgwZGRkEBQWxcOFC/v77b/r27cvll1/O0KFDmTVrVo3e/7333iMuLo7BgwczevRoJk6cSFRUVAP9NCLSmHT3k4iIiHgEHakRERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhHUKgRERERj6BQIyIiIh5BoUZEREQ8wv8D+q3Gym3uwHQAAAAASUVORK5CYII=", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1198,6 +1165,16 @@ "sns.lineplot(x=res.cond,y=res.est,hue=res.stim)\n", "plt.errorbar(x=res.cond,y=res.est,yerr=res.se,fmt=\"none\",c = 'k')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"y~1+cond+stim+cond:stim+bsl+bsl:cond+bsl:stim+bsl:cond:stim\"\n", + "fit(LinearModel,\"y~1+cond*stim*bsl\",d) \n" + ] } ], "metadata": { @@ -1216,7 +1193,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.12" }, "orig_nbformat": 2 }, diff --git a/software.qmd b/software.qmd index 3df7eb2..84ae354 100644 --- a/software.qmd +++ b/software.qmd @@ -16,8 +16,14 @@ BIDS is a standardized format (mostly in terms of folder-structures), to save EE We recommend strongly to try it out in a tutorial and use it for your semester project data analysis! ## IClabel -a cool tool to automatically classify artefactual independent components is ICLabel. You can use it here: https://github.com/mne-tools/mne-icalabel +a cool tool to automatically classify artefactual independent components is ICLabel. You can use it here: https://github.com/mne-tools/mne-icalabel. + ::: {.callout-warning} -I havent tested iclabel with mne-bids-pipeline, it should be compatible though. +The combination iclabel + mne_bids_pipeline is relatively fresh. Discussion here: https://github.com/mne-tools/mne-bids-pipeline/pull/1018 + +This should install the correct version: + +`pip3 install git+https://github.com/jschepers/mne-bids-pipeline.git@merge_ic_label` + ::: \ No newline at end of file